Categorical Features Profiling Report

Dataset statistics

Number of variables	24
Number of observations	10656
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	514
Duplicate rows (%)	4.8%
Total size in memory	2.0 MiB
Average record size in memory	192.0 B

Variable types

Text	4
Categorical	12
Numeric	8

Alerts

Dataset has 514 (4.8%) duplicate rows	Duplicates
`company_profile_word_count` is highly overall correlated with `has_company_logo`	High correlation
`has_company_logo` is highly overall correlated with `company_profile_word_count`	High correlation
`telecommuting` is highly imbalanced (71.6%)	Imbalance
`required_education` is highly imbalanced (50.4%)	Imbalance
`fraudulent` is highly imbalanced (64.0%)	Imbalance
`grouped_department` is highly imbalanced (53.6%)	Imbalance
`description_avg_word_len` is highly skewed (γ1 = 24.39270827)	Skewed

Reproduction

Analysis started	2023-09-06 21:17:17.947130
Analysis finished	2023-09-06 21:17:38.480014
Duration	20.53 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

company_profile
Text

Distinct	884
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

Length

Max length	3043
Median length	1660
Mean length	439.70617
Min length	9

Characters and Unicode

Total characters	4685509
Distinct characters	37
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	243 ?
Unique (%)	2.3%

Sample

1st row	food52 created groundbreaking award winning cooking site support connect celebrate home cooks give everything need one place top editorial business engineering team focused using technology find new better ways connect people around specific food interests offer superb highly curated information food cooking attract talented home cooks contributors country also publish well known professionals like mario batali gwyneth paltrow danny meyer partnerships whole foods market random house food52 named best food website james beard foundation iacp featured new york times npr pando daily techcrunch today show located chelsea new york city
2nd row	valor services provides workforce solutions meet needs companies across private sector special focus oil amp gas industry valor services involved throughout every step hiring process remain contact way final step signing employment contract new employer valor services founded vision employing unique skills experiences qualities america finest veterans provide private sector companies precise concerted value added services america finest veterans optimized career opportunity eager get word veterans ample opportunities employment private sector ideal candidates fill positions valor services success mission
3rd row	passion improving quality life geography heart everything esri geographic information system gis technology inspires enables governments universities businesses worldwide save money lives environment deeper understanding changing world around carefully managed growth zero debt give esri stability uncommon today volatile business world privately held offer exceptional benefits competitive salaries 401 k profit sharing programs opportunities personal professional growth much
4th row	spotsource solutions llc global human capital management consulting firm headquartered miami florida founded january 2012 spotsource created fusion innovative service offerings meet increasing demand today economy specialize talent acquisition staffing executive search services across various functions specific industries global talent transfusion gtt services utilize best practice qualification standards deliver talent temporary temporary hire permanent basis health career transition hct subsidiary global talent transfusion offers placement services specifically growing healthcare arena spotsource executive search ses consultants special breed talent evangelists understand advise streamline human resources process direction organization requires long term sustainability success succession planning leadership development programs compensation analysis recruitment process outsourcing customized best suit needs business understand demand cost effective solutions organization seeking potential career transition interested discussing current hiring trends open positions vital career consulting vcc offers career transitional services catered specifically job applicant including resume construction social media optimization interview coaching address 4100 n powerline rd ste z3pompano beach fl 33073office phone c90b6ca89acd18d9e31ea3590b4ad76605721bc372025598fe9e1e60cf428551
5th row	specified

Value	Count	Frequency (%)
services	4743	0.8%
solutions	4101	0.7%
company	4015	0.7%
work	3826	0.7%
business	3603	0.6%
team	3457	0.6%
clients	3363	0.6%
us	3292	0.6%
companies	2951	0.5%
world	2852	0.5%
Other values (9609)	548009	93.8%

Most occurring characters

Value	Count	Frequency (%)
	573556	12.2%
e	518198	11.1%
i	338069	7.2%
n	303286	6.5%
s	302135	6.4%
a	286257	6.1%
t	282401	6.0%
r	274571	5.9%
o	263797	5.6%
c	193521	4.1%
Other values (27)	1349718	28.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4015291	85.7%
Space Separator	573556	12.2%
Decimal Number	96662	2.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	518198	12.9%
i	338069	8.4%
n	303286	7.6%
s	302135	7.5%
a	286257	7.1%
t	282401	7.0%
r	274571	6.8%
o	263797	6.6%
c	193521	4.8%
l	190959	4.8%
Other values (16)	1062097	26.5%

Decimal Number

Value	Count	Frequency (%)
0	16013	16.6%
1	12396	12.8%
2	10014	10.4%
9	9931	10.3%
3	9292	9.6%
5	8656	9.0%
4	7808	8.1%
8	7719	8.0%
7	7544	7.8%
6	7289	7.5%

Space Separator

Value	Count	Frequency (%)
	573556	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4015291	85.7%
Common	670218	14.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	518198	12.9%
i	338069	8.4%
n	303286	7.6%
s	302135	7.5%
a	286257	7.1%
t	282401	7.0%
r	274571	6.8%
o	263797	6.6%
c	193521	4.8%
l	190959	4.8%
Other values (16)	1062097	26.5%

Common

Value	Count	Frequency (%)
	573556	85.6%
0	16013	2.4%
1	12396	1.8%
2	10014	1.5%
9	9931	1.5%
3	9292	1.4%
5	8656	1.3%
4	7808	1.2%
8	7719	1.2%
7	7544	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4685509	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	573556	12.2%
e	518198	11.1%
i	338069	7.2%
n	303286	6.5%
s	302135	6.4%
a	286257	6.1%
t	282401	6.0%
r	274571	5.9%
o	263797	5.6%
c	193521	4.1%
Other values (27)	1349718	28.8%

description
Text

Distinct	7981
Distinct (%)	74.9%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

Length

Max length	11948
Median length	2212
Mean length	996.25488
Min length	0

Characters and Unicode

Total characters	10616092
Distinct characters	37
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7090 ?
Unique (%)	66.5%

Sample

1st row	food52 fast growing james beard award winning online food community crowd sourced curated recipe hub currently interviewing full part time unpaid interns work small team editors executives developers new york city headquarters reproducing repackaging existing food52 content number partner sites huffington post yahoo buzzfeed various content management systemsresearching blogs websites provisions food52 affiliate programassisting day day affiliate program support screening affiliates assisting affiliate inquiriessupporting pr amp events neededhelping office administrative work filing mailing preparing meetingsworking developers document bugs suggest improvements sitesupporting marketing executive staff
2nd row	client located houston actively seeking experienced commissioning machinery assistant possesses strong supervisory skills attention detail strong dedication safety must ideal candidate execute activities complying quality requirements health environmental safety regulations
3rd row	company esri environmental systems research instituteour passion improving quality life geography heart everything esri geographic information system gis technology inspires enables governments universities businesses worldwide save money lives environment deeper understanding changing world around carefully managed growth zero debt give esri stability uncommon today volatile business world privately held offer exceptional benefits competitive salaries 401 k profit sharing programs opportunities personal professional growth much opportunity account executiveas member sales division work collaboratively account team order sell promote adoption esri arcgis platform within organization part account team responsible facilitating development execution set strategies defined portfolio accounts executing strategies utilize experience enterprise sales help customers leverage geospatial information technology achieve business goals specifically prospect develop opportunities partner key stakeholders envision develop implement location strategy organizationclearly articulate strength value proposition arcgis platformdevelop maintain healthy pipeline opportunities business growthdemonstrate thoughtful understanding insightful industry knowledge gis applies initiatives trends triggersunderstand key business drivers within organization identify key business stakeholdersunderstand customers budgeting acquisition processessuccessfully execute account management process including account prioritization account resourcing account planningsuccessfully execute sales process opportunitiesleverage lead account team consisting sales cross divisional resources define execute account strategyeffectively utilize leverage crm manage opportunities drive buying processpursue professional personal development ensure competitive knowledge real estate industryleverage social media successfully prospect build professional networkparticipate trade shows workshops seminars required support visual story telling effective whiteboard sessionsbe resourceful takes initiative resolve issues
4th row	job title itemization review managerlocation fort worth tx department itemization reviewreports vp operations general description responsible overall aspects itemization review operations personnel hiring quality control process workflow monitoring tracking accountability staff regarding production standards department expectations duties responsibilities oversee company itemization review department operationsresponsible encouraging reinforcing company culturedevelops processes better department implements new procedures protocols works customer service elevated issues provider callsimplements audits policy conjunction policy payment integrity department monitoring quality quality control results department responsible ensuring overall metrics compliance management client expectationsresponsible human resources matters directly related department supervised e interviewing hiring training annual evaluations electronic time cards addressing personnel issues may create review daily weekly monthly reports invoices logs expensesadditional duties responsibilities assigned comply safety rules regulations conjunction injury illness prevention program iipp well maintain hipaa complianceoccasional interaction customers
5th row	job overviewapex environmental consulting firm offers stable leadership growth views employees valuable resources seeking self motivated multi faceted accounts payable clerk join team rockville md become integral part continued success story position entails processing high volume invoices working fast pace environment keying verifying various types invoices general ledger accounts job numbers submitted vendors company personnel calculating balance due vendor reviewing history prior payments made account candidate must able answer vendor personnel inquiries via phone email qualificationsthis position requires high school diploma 2 5 years relevant work experience keen attention detail knowledge commonly used concepts practices procedures within accounting field experience accounting software proficiency ms office suite including advanced excel experience high degree professionalism want join team talented accounting professionals engineers managers submit resume consideration today url f030e16ff4531e87a62857357985e3e8f1fdedb40dbfebfeb0e7e3a5ead65097 apexapex customer focused company delivers environmental health safety engineering services 700 clients across united states abroad driven entrepreneurial spirit dedication providing responsive cost effective solutions apex grown rapidly since founding 1988 working partnership public private sector clients team experts provides services tailored support customer unique goals objectives blending strong technical skills business acumen superior customer service able deliver creative solutions deliver high quality results low cost commercial industrial firms construction petroleum utility companies financial institutions government clients apex extensive experience wide variety industries corporate professional resume includes proven capabilities areas water resources remediation restoration assessment compliance industrial hygiene among others ranked top 200 environmental firms enr magazine ranked among top 500 design firms enr magazine awarded 2011 national environmental excellence award environmental stewardship national association environmental professionals selected 2010 hot firm zweig letter come join award winning team apex entrepreneurial firm ensuring senior managers able move unencumbered priority successful growing mid sized firm small enough employees still access leadership easy high performers recognized contributions advance without bureaucracy 30 office locations big enough provide comprehensive environmental consulting engineering services diverse client base provide resources employees help professional development offer incentive bonus plans ownership opportunities successful managers apex companies llc affirmative action equal opportunity employer

Value	Count	Frequency (%)
team	10283	0.8%
work	9191	0.7%
experience	6850	0.5%
customer	6765	0.5%
sales	6370	0.5%
company	6324	0.5%
business	6303	0.5%
new	5416	0.4%
service	5062	0.4%
management	4855	0.4%
Other values (39845)	1193053	94.7%

Most occurring characters

Value	Count	Frequency (%)
	1249817	11.8%
e	1171521	11.0%
i	795680	7.5%
s	691806	6.5%
n	690234	6.5%
t	683547	6.4%
a	673086	6.3%
r	629561	5.9%
o	579784	5.5%
l	444331	4.2%
Other values (27)	3006725	28.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9139528	86.1%
Space Separator	1249817	11.8%
Decimal Number	226747	2.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1171521	12.8%
i	795680	8.7%
s	691806	7.6%
n	690234	7.6%
t	683547	7.5%
a	673086	7.4%
r	629561	6.9%
o	579784	6.3%
l	444331	4.9%
c	430949	4.7%
Other values (16)	2349029	25.7%

Decimal Number

Value	Count	Frequency (%)
0	29736	13.1%
2	25142	11.1%
9	24240	10.7%
1	21913	9.7%
8	21830	9.6%
3	21662	9.6%
5	21618	9.5%
7	21518	9.5%
4	20431	9.0%
6	18657	8.2%

Space Separator

Value	Count	Frequency (%)
	1249817	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9139528	86.1%
Common	1476564	13.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1171521	12.8%
i	795680	8.7%
s	691806	7.6%
n	690234	7.6%
t	683547	7.5%
a	673086	7.4%
r	629561	6.9%
o	579784	6.3%
l	444331	4.9%
c	430949	4.7%
Other values (16)	2349029	25.7%

Common

Value	Count	Frequency (%)
	1249817	84.6%
0	29736	2.0%
2	25142	1.7%
9	24240	1.6%
1	21913	1.5%
8	21830	1.5%
3	21662	1.5%
5	21618	1.5%
7	21518	1.5%
4	20431	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10616092	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1249817	11.8%
e	1171521	11.0%
i	795680	7.5%
s	691806	6.5%
n	690234	6.5%
t	683547	6.4%
a	673086	6.3%
r	629561	5.9%
o	579784	5.5%
l	444331	4.2%
Other values (27)	3006725	28.3%

requirements
Text

Distinct	6327
Distinct (%)	59.4%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

Length

Max length	4984
Median length	1735
Mean length	483.71105
Min length	0

Characters and Unicode

Total characters	5154425
Distinct characters	37
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5575 ?
Unique (%)	52.3%

Sample

1st row	experience content management systems major plus blogging counts familiar food52 editorial voice aestheticloves food appreciates importance home cooking cooking seasonsmeticulous editor perfectionist obsessive attention detail maddened typos broken links delighted finding fixing themcheerful pressureexcellent communication skillsa multi tasker juggler responsibilities big smallinterested engaged social media like twitter facebook pinterestloves problem solving collaborating drive food52 forwardthinks big picture pitches nitty gritty running small company dishes shopping administrative support comfortable realities working startup call evenings weekends working long hours
2nd row	implement pre commissioning commissioning procedures rotary equipment execute activities subcontractor assigned crew pertains discipline ensure effective utilization commissioning manpower consumables ensure execution vendor specialists field activities assigned resources sub contractor per vendor representative plans carry equipment inspections client representatives ensure proper certification produced prepare forms pending tests submit signed certificates final hand certification engineer qa qc coordinate field vendor representatives keep records activities ensure safety practices strictly followed execution activities report progress constraints mechanical supervisor possible authorization site manager receive issue permit work according project permit work procedures assist supervisor expedite pending punch list items accordance commissioning manager priorities assist supervisor coordinate supervise construction support activities pre commissioning commissioning activities company overview client premiere engineering construction procurement company executes large scale projects internationally
3rd row	education bachelor master gis business administration related field equivalent work experience depending position levelexperience 5 years enterprise sales experience providing platform solutions businessesdemonstrated experience managing sales cycle including prospecting proposing closingability adapt new technology trends translate solutions address customer needsdemonstrated experience strong partnerships advocacy customersexcellent presentation white boarding negotiation skills including good listening probing qualification abilitiesexperience executing insight selling methodologiesdemonstrated understanding mitigation competitive threatsexcellent written verbal communication interpersonal skillsability manage prioritize activitiesdemonstrated experience lead executive engagements provide services sell real estate industryknowledge real estate industry fiscal year budgeting procurement cyclehighly motivated team player mature positive attitude passion meet challenges opportunities businessability travel domestically internationally 50 general knowledge spatial analysis problem solvingresults oriented ability write craft smart attainable realistic time driven goals clear lead indicators
4th row	qualifications rn license state texasdiploma bachelors science nursing requiredpast managerial experience preferred6 years experience nurseexperience facility bills helpfulstrong knowledge icd9 cptknowledge fee schedules rules r amp c guidelinesmust able remain poised stressful situationshighly motivated self starterexceptional organizational skillsability handle deadlines proactively problem solveeffective professional communication skillsability meet exceed performance competenciesdemonstrated outstanding leadership problem solving analytical skillsability think work independently working overall team environmentproficient microsoft office suite
5th row	specified

Value	Count	Frequency (%)
experience	14793	2.5%
skills	7453	1.2%
work	6380	1.1%
ability	5990	1.0%
years	5133	0.9%
required	4780	0.8%
must	3971	0.7%
knowledge	3689	0.6%
communication	3267	0.5%
degree	3255	0.5%
Other values (30144)	540171	90.2%

Most occurring characters

Value	Count	Frequency (%)
e	607412	11.8%
	588230	11.4%
i	410772	8.0%
n	332211	6.4%
t	320510	6.2%
s	316539	6.1%
r	315192	6.1%
a	306955	6.0%
o	267567	5.2%
l	245215	4.8%
Other values (27)	1443822	28.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4504516	87.4%
Space Separator	588230	11.4%
Decimal Number	61679	1.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	607412	13.5%
i	410772	9.1%
n	332211	7.4%
t	320510	7.1%
s	316539	7.0%
r	315192	7.0%
a	306955	6.8%
o	267567	5.9%
l	245215	5.4%
c	212364	4.7%
Other values (16)	1169779	26.0%

Decimal Number

Value	Count	Frequency (%)
2	7842	12.7%
0	7602	12.3%
5	7244	11.7%
1	7067	11.5%
3	7046	11.4%
8	5724	9.3%
6	5338	8.7%
4	4946	8.0%
9	4485	7.3%
7	4385	7.1%

Space Separator

Value	Count	Frequency (%)
	588230	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4504516	87.4%
Common	649909	12.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	607412	13.5%
i	410772	9.1%
n	332211	7.4%
t	320510	7.1%
s	316539	7.0%
r	315192	7.0%
a	306955	6.8%
o	267567	5.9%
l	245215	5.4%
c	212364	4.7%
Other values (16)	1169779	26.0%

Common

Value	Count	Frequency (%)
	588230	90.5%
2	7842	1.2%
0	7602	1.2%
5	7244	1.1%
1	7067	1.1%
3	7046	1.1%
8	5724	0.9%
6	5338	0.8%
4	4946	0.8%
9	4485	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5154425	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	607412	11.8%
	588230	11.4%
i	410772	8.0%
n	332211	6.4%
t	320510	6.2%
s	316539	6.1%
r	315192	6.1%
a	306955	6.0%
o	267567	5.2%
l	245215	4.8%
Other values (27)	1443822	28.0%

benefits
Text

Distinct	2850
Distinct (%)	26.7%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

Length

Max length	3405
Median length	3133
Mean length	145.62453
Min length	0

Characters and Unicode

Total characters	1551775
Distinct characters	37
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2121 ?
Unique (%)	19.9%

Sample

1st row	specified
2nd row	specified
3rd row	culture anything corporate collaborative creative environment phone directories organized first name relaxed dress code open door policies place thrivepassionate people strive make differencecasual dress codeflexible work schedulessupport continuing educationcollege like campusa network buildings amid lush landscaping numerous outdoor patio areason site caf including starbucks coffee bar lounge areafitness center available 24 7comprehensive reference library gis bibliographystate art conference center host staff guest speakers green initiativessolar rooftop panels reduce carbon emissionselectric vehicles provide campus transportationhundreds trees reduce cost cooling buildings
4th row	full benefits offered
5th row	specified

Value	Count	Frequency (%)
specified	4686	2.4%
benefits	2992	1.5%
paid	2030	1.0%
company	2009	1.0%
work	1910	1.0%
time	1854	0.9%
dental	1828	0.9%
competitive	1736	0.9%
insurance	1576	0.8%
health	1345	0.7%
Other values (9665)	174422	88.8%

Most occurring characters

Value	Count	Frequency (%)
	185741	12.0%
e	173422	11.2%
i	115025	7.4%
a	101146	6.5%
n	93161	6.0%
t	90507	5.8%
s	87606	5.6%
o	84364	5.4%
r	79167	5.1%
l	67267	4.3%
Other values (27)	474369	30.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1322683	85.2%
Space Separator	185741	12.0%
Decimal Number	43351	2.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	173422	13.1%
i	115025	8.7%
a	101146	7.6%
n	93161	7.0%
t	90507	6.8%
s	87606	6.6%
o	84364	6.4%
r	79167	6.0%
l	67267	5.1%
c	64168	4.9%
Other values (16)	366850	27.7%

Decimal Number

Value	Count	Frequency (%)
0	9076	20.9%
1	6774	15.6%
4	4733	10.9%
2	4039	9.3%
5	3611	8.3%
3	3194	7.4%
9	3160	7.3%
6	3049	7.0%
7	2990	6.9%
8	2725	6.3%

Space Separator

Value	Count	Frequency (%)
	185741	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1322683	85.2%
Common	229092	14.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	173422	13.1%
i	115025	8.7%
a	101146	7.6%
n	93161	7.0%
t	90507	6.8%
s	87606	6.6%
o	84364	6.4%
r	79167	6.0%
l	67267	5.1%
c	64168	4.9%
Other values (16)	366850	27.7%

Common

Value	Count	Frequency (%)
	185741	81.1%
0	9076	4.0%
1	6774	3.0%
4	4733	2.1%
2	4039	1.8%
5	3611	1.6%
3	3194	1.4%
9	3160	1.4%
6	3049	1.3%
7	2990	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1551775	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	185741	12.0%
e	173422	11.2%
i	115025	7.4%
a	101146	6.5%
n	93161	6.0%
t	90507	5.8%
s	87606	5.6%
o	84364	5.4%
r	79167	5.1%
l	67267	4.3%
Other values (27)	474369	30.6%

employment_type
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

Full-time	6868
Not Specified	1762
Contract	1247
Part-time	576
Other	108

Length

Max length	13
Median length	9
Mean length	9.5038476
Min length	5

Characters and Unicode

Total characters	101273
Distinct characters	25
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Other
2nd row	Not Specified
3rd row	Full-time
4th row	Full-time
5th row	Not Specified

Common Values

Value	Count	Frequency (%)
Full-time	6868	64.5%
Not Specified	1762	16.5%
Contract	1247	11.7%
Part-time	576	5.4%
Other	108	1.0%
Temporary	95	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
full-time	6868	55.3%
not	1762	14.2%
specified	1762	14.2%
contract	1247	10.0%
part-time	576	4.6%
other	108	0.9%
temporary	95	0.8%

Most occurring characters

Value	Count	Frequency (%)
l	13736	13.6%
t	12384	12.2%
e	11171	11.0%
i	10968	10.8%
m	7539	7.4%
-	7444	7.4%
F	6868	6.8%
u	6868	6.8%
o	3104	3.1%
c	3009	3.0%
Other values (15)	18182	18.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	79649	78.6%
Uppercase Letter	12418	12.3%
Dash Punctuation	7444	7.4%
Space Separator	1762	1.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	13736	17.2%
t	12384	15.5%
e	11171	14.0%
i	10968	13.8%
m	7539	9.5%
u	6868	8.6%
o	3104	3.9%
c	3009	3.8%
r	2121	2.7%
a	1918	2.4%
Other values (6)	6831	8.6%

Uppercase Letter

Value	Count	Frequency (%)
F	6868	55.3%
S	1762	14.2%
N	1762	14.2%
C	1247	10.0%
P	576	4.6%
O	108	0.9%
T	95	0.8%

Dash Punctuation

Value	Count	Frequency (%)
-	7444	100.0%

Space Separator

Value	Count	Frequency (%)
	1762	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	92067	90.9%
Common	9206	9.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	13736	14.9%
t	12384	13.5%
e	11171	12.1%
i	10968	11.9%
m	7539	8.2%
F	6868	7.5%
u	6868	7.5%
o	3104	3.4%
c	3009	3.3%
r	2121	2.3%
Other values (13)	14299	15.5%

Common

Value	Count	Frequency (%)
-	7444	80.9%
	1762	19.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	101273	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	13736	13.6%
t	12384	12.2%
e	11171	11.0%
i	10968	10.8%
m	7539	7.4%
-	7444	7.4%
F	6868	6.8%
u	6868	6.8%
o	3104	3.1%
c	3009	3.0%
Other values (15)	18182	18.0%

telecommuting
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

0	10130
1	526

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10656
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	10130	95.1%
1	526	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	10130	95.1%
1	526	4.9%

Most occurring characters

Value	Count	Frequency (%)
0	10130	95.1%
1	526	4.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10656	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	10130	95.1%
1	526	4.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	10656	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	10130	95.1%
1	526	4.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	10130	95.1%
1	526	4.9%

has_company_logo
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

1	8028
0	2628

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10656
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	8028	75.3%
0	2628	24.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	8028	75.3%
0	2628	24.7%

Most occurring characters

Value	Count	Frequency (%)
1	8028	75.3%
0	2628	24.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10656	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	8028	75.3%
0	2628	24.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	10656	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	8028	75.3%
0	2628	24.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	8028	75.3%
0	2628	24.7%

has_questions
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

0	5921
1	4735

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10656
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	5921	55.6%
1	4735	44.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	5921	55.6%
1	4735	44.4%

Most occurring characters

Value	Count	Frequency (%)
0	5921	55.6%
1	4735	44.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10656	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	5921	55.6%
1	4735	44.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	10656	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	5921	55.6%
1	4735	44.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	5921	55.6%
1	4735	44.4%

required_experience
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

Not Specified	4746
Mid-Senior level	2033
Entry level	1970
Associate	1407
Director	266
Other values (2)	234

Length

Max length	16
Median length	13
Mean length	12.476258
Min length	8

Characters and Unicode

Total characters	132947
Distinct characters	27
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Internship
2nd row	Not Specified
3rd row	Mid-Senior level
4th row	Mid-Senior level
5th row	Not Specified

Common Values

Value	Count	Frequency (%)
Not Specified	4746	44.5%
Mid-Senior level	2033	19.1%
Entry level	1970	18.5%
Associate	1407	13.2%
Director	266	2.5%
Internship	154	1.4%
Executive	80	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	4746	24.5%
specified	4746	24.5%
level	4003	20.6%
mid-senior	2033	10.5%
entry	1970	10.2%
associate	1407	7.3%
director	266	1.4%
internship	154	0.8%
executive	80	0.4%

Most occurring characters

Value	Count	Frequency (%)
e	21518	16.2%
i	15465	11.6%
	8749	6.6%
t	8623	6.5%
o	8452	6.4%
l	8006	6.0%
S	6779	5.1%
d	6779	5.1%
c	6499	4.9%
p	4900	3.7%
Other values (17)	37177	28.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	104730	78.8%
Uppercase Letter	17435	13.1%
Space Separator	8749	6.6%
Dash Punctuation	2033	1.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	21518	20.5%
i	15465	14.8%
t	8623	8.2%
o	8452	8.1%
l	8006	7.6%
d	6779	6.5%
c	6499	6.2%
p	4900	4.7%
f	4746	4.5%
r	4689	4.5%
Other values (8)	15053	14.4%

Uppercase Letter

Value	Count	Frequency (%)
S	6779	38.9%
N	4746	27.2%
E	2050	11.8%
M	2033	11.7%
A	1407	8.1%
D	266	1.5%
I	154	0.9%

Space Separator

Value	Count	Frequency (%)
	8749	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2033	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	122165	91.9%
Common	10782	8.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	21518	17.6%
i	15465	12.7%
t	8623	7.1%
o	8452	6.9%
l	8006	6.6%
S	6779	5.5%
d	6779	5.5%
c	6499	5.3%
p	4900	4.0%
N	4746	3.9%
Other values (15)	30398	24.9%

Common

Value	Count	Frequency (%)
	8749	81.1%
-	2033	18.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	132947	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	21518	16.2%
i	15465	11.6%
	8749	6.6%
t	8623	6.5%
o	8452	6.4%
l	8006	6.0%
S	6779	5.1%
d	6779	5.1%
c	6499	4.9%
p	4900	3.7%
Other values (17)	37177	28.0%

required_education
Categorical

IMBALANCE

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

Not Specified	5193
Bachelor's Degree	3180
High School or equivalent	1636
Associate Degree	218
Master's Degree	177
Other values (8)	252

Length

Max length	33
Median length	27
Mean length	16.304242
Min length	9

Characters and Unicode

Total characters	173738
Distinct characters	34
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not Specified
2nd row	Not Specified
3rd row	Bachelor's Degree
4th row	Bachelor's Degree
5th row	Not Specified

Common Values

Value	Count	Frequency (%)
Not Specified	5193	48.7%
Bachelor's Degree	3180	29.8%
High School or equivalent	1636	15.4%
Associate Degree	218	2.0%
Master's Degree	177	1.7%
Certification	91	0.9%
Some College Coursework Completed	80	0.8%
Professional	27	0.3%
Some High School Coursework	24	0.2%
Doctorate	13	0.1%
Other values (3)	17	0.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
not	5193	21.1%
specified	5193	21.1%
degree	3577	14.5%
bachelor's	3180	12.9%
high	1660	6.7%
school	1660	6.7%
or	1636	6.6%
equivalent	1636	6.6%
associate	218	0.9%
master's	177	0.7%
Other values (11)	524	2.1%

Most occurring characters

Value	Count	Frequency (%)
e	28623	16.5%
o	14226	8.2%
i	14219	8.2%
	13998	8.1%
c	10372	6.0%
r	8909	5.1%
t	7529	4.3%
S	6959	4.0%
l	6762	3.9%
h	6500	3.7%
Other values (24)	55641	32.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	134999	77.7%
Uppercase Letter	21380	12.3%
Space Separator	13998	8.1%
Other Punctuation	3357	1.9%
Dash Punctuation	4	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	28623	21.2%
o	14226	10.5%
i	14219	10.5%
c	10372	7.7%
r	8909	6.6%
t	7529	5.6%
l	6762	5.0%
h	6500	4.8%
a	5378	4.0%
g	5317	3.9%
Other values (11)	27164	20.1%

Uppercase Letter

Value	Count	Frequency (%)
S	6959	32.5%
N	5193	24.3%
D	3592	16.8%
B	3180	14.9%
H	1662	7.8%
C	355	1.7%
A	218	1.0%
M	177	0.8%
P	27	0.1%
V	17	0.1%

Space Separator

Value	Count	Frequency (%)
	13998	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	3357	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	156379	90.0%
Common	17359	10.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	28623	18.3%
o	14226	9.1%
i	14219	9.1%
c	10372	6.6%
r	8909	5.7%
t	7529	4.8%
S	6959	4.5%
l	6762	4.3%
h	6500	4.2%
a	5378	3.4%
Other values (21)	46902	30.0%

Common

Value	Count	Frequency (%)
	13998	80.6%
'	3357	19.3%
-	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	173738	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	28623	16.5%
o	14226	8.2%
i	14219	8.2%
	13998	8.1%
c	10372	6.0%
r	8909	5.1%
t	7529	4.3%
S	6959	4.0%
l	6762	3.9%
h	6500	3.7%
Other values (24)	55641	32.0%

function
Categorical

Distinct	38
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

Not Specified	3904
Customer Service	963
Sales	953
Information Technology	773
Engineering	702
Other values (33)	3361

Length

Max length	22
Median length	19
Mean length	12.840747
Min length	5

Characters and Unicode

Total characters	136831
Distinct characters	43
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Marketing
2nd row	Not Specified
3rd row	Sales
4th row	Health Care Provider
5th row	Not Specified

Common Values

Value	Count	Frequency (%)
Not Specified	3904	36.6%
Customer Service	963	9.0%
Sales	953	8.9%
Information Technology	773	7.3%
Engineering	702	6.6%
Administrative	397	3.7%
Marketing	390	3.7%
Education	292	2.7%
Health Care Provider	265	2.5%
Other	238	2.2%
Other values (28)	1779	16.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
not	3904	22.3%
specified	3904	22.3%
customer	963	5.5%
service	963	5.5%
sales	953	5.4%
information	773	4.4%
technology	773	4.4%
engineering	702	4.0%
administrative	397	2.3%
marketing	390	2.2%
Other values (38)	3770	21.6%

Most occurring characters

Value	Count	Frequency (%)
e	18005	13.2%
i	14838	10.8%
t	9328	6.8%
o	9289	6.8%
n	8402	6.1%
c	6884	5.0%
	6836	5.0%
r	6024	4.4%
S	5881	4.3%
d	5196	3.8%
Other values (33)	46148	33.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	111987	81.8%
Uppercase Letter	17750	13.0%
Space Separator	6836	5.0%
Other Punctuation	258	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	18005	16.1%
i	14838	13.2%
t	9328	8.3%
o	9289	8.3%
n	8402	7.5%
c	6884	6.1%
r	6024	5.4%
d	5196	4.6%
a	5121	4.6%
f	4741	4.2%
Other values (12)	24159	21.6%

Uppercase Letter

Value	Count	Frequency (%)
S	5881	33.1%
N	3904	22.0%
C	1384	7.8%
E	1039	5.9%
A	938	5.3%
M	841	4.7%
T	790	4.5%
I	773	4.4%
P	568	3.2%
H	375	2.1%
Other values (9)	1257	7.1%

Space Separator

Value	Count	Frequency (%)
	6836	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	258	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	129737	94.8%
Common	7094	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	18005	13.9%
i	14838	11.4%
t	9328	7.2%
o	9289	7.2%
n	8402	6.5%
c	6884	5.3%
r	6024	4.6%
S	5881	4.5%
d	5196	4.0%
a	5121	3.9%
Other values (31)	40769	31.4%

Common

Value	Count	Frequency (%)
	6836	96.4%
/	258	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	136831	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	18005	13.2%
i	14838	10.8%
t	9328	6.8%
o	9289	6.8%
n	8402	6.1%
c	6884	5.0%
	6836	5.0%
r	6024	4.4%
S	5881	4.3%
d	5196	3.8%
Other values (33)	46148	33.7%

fraudulent
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

0	9926
1	730

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10656
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	9926	93.1%
1	730	6.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	9926	93.1%
1	730	6.9%

Most occurring characters

Value	Count	Frequency (%)
0	9926	93.1%
1	730	6.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10656	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	9926	93.1%
1	730	6.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	10656	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	9926	93.1%
1	730	6.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10656	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	9926	93.1%
1	730	6.9%

grouped_title
Categorical

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

other	5486
manager	982
engineer	857
sale representative	687
english teacher abroad	670
Other values (5)	1974

Length

Max length	22
Median length	5
Mean length	8.726539
Min length	5

Characters and Unicode

Total characters	92990
Distinct characters	19
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	other
2nd row	other
3rd row	account manager
4th row	manager
5th row	other

Common Values

Value	Count	Frequency (%)
other	5486	51.5%
manager	982	9.2%
engineer	857	8.0%
sale representative	687	6.4%
english teacher abroad	670	6.3%
developer	636	6.0%
customer service	575	5.4%
assistant	355	3.3%
account manager	307	2.9%
administrator	101	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
other	5486	40.4%
manager	1289	9.5%
engineer	857	6.3%
sale	687	5.1%
representative	687	5.1%
english	670	4.9%
teacher	670	4.9%
abroad	670	4.9%
developer	636	4.7%
customer	575	4.2%
Other values (4)	1338	9.9%

Most occurring characters

Value	Count	Frequency (%)
e	18424	19.8%
r	12334	13.3%
t	9324	10.0%
o	7775	8.4%
a	7181	7.7%
h	6826	7.3%
n	5123	5.5%
s	4360	4.7%
i	3346	3.6%
	2909	3.1%
Other values (9)	15388	16.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	90081	96.9%
Space Separator	2909	3.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	18424	20.5%
r	12334	13.7%
t	9324	10.4%
o	7775	8.6%
a	7181	8.0%
h	6826	7.6%
n	5123	5.7%
s	4360	4.8%
i	3346	3.7%
g	2816	3.1%
Other values (8)	12572	14.0%

Space Separator

Value	Count	Frequency (%)
	2909	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	90081	96.9%
Common	2909	3.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	18424	20.5%
r	12334	13.7%
t	9324	10.4%
o	7775	8.6%
a	7181	8.0%
h	6826	7.6%
n	5123	5.7%
s	4360	4.8%
i	3346	3.7%
g	2816	3.1%
Other values (8)	12572	14.0%

Common

Value	Count	Frequency (%)
	2909	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	92990	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	18424	19.8%
r	12334	13.3%
t	9324	10.0%
o	7775	8.4%
a	7181	7.7%
h	6826	7.3%
n	5123	5.5%
s	4360	4.7%
i	3346	3.6%
	2909	3.1%
Other values (9)	15388	16.5%

grouped_location
Categorical

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

albany	6446
new york	859
san diego	853
las vegas	852
texas	367
Other values (5)	1279

Length

Max length	13
Median length	6
Mean length	6.9181682
Min length	4

Characters and Unicode

Total characters	73720
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	san diego
2nd row	albany
3rd row	san francisco
4th row	albany
5th row	albany

Common Values

Value	Count	Frequency (%)
albany	6446	60.5%
new york	859	8.1%
san diego	853	8.0%
las vegas	852	8.0%
texas	367	3.4%
los angeles	351	3.3%
other	284	2.7%
san francisco	275	2.6%
florida	220	2.1%
ohio	149	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
albany	6446	46.6%
san	1128	8.1%
new	859	6.2%
york	859	6.2%
diego	853	6.2%
las	852	6.2%
vegas	852	6.2%
texas	367	2.7%
los	351	2.5%
angeles	351	2.5%
Other values (4)	928	6.7%

Most occurring characters

Value	Count	Frequency (%)
a	16937	23.0%
n	9059	12.3%
l	8220	11.2%
y	7305	9.9%
b	6446	8.7%
s	4176	5.7%
e	3917	5.3%
	3190	4.3%
o	3140	4.3%
g	2056	2.8%
Other values (11)	9274	12.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	70530	95.7%
Space Separator	3190	4.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	16937	24.0%
n	9059	12.8%
l	8220	11.7%
y	7305	10.4%
b	6446	9.1%
s	4176	5.9%
e	3917	5.6%
o	3140	4.5%
g	2056	2.9%
r	1638	2.3%
Other values (10)	7636	10.8%

Space Separator

Value	Count	Frequency (%)
	3190	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	70530	95.7%
Common	3190	4.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	16937	24.0%
n	9059	12.8%
l	8220	11.7%
y	7305	10.4%
b	6446	9.1%
s	4176	5.9%
e	3917	5.6%
o	3140	4.5%
g	2056	2.9%
r	1638	2.3%
Other values (10)	7636	10.8%

Common

Value	Count	Frequency (%)
	3190	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	73720	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	16937	23.0%
n	9059	12.3%
l	8220	11.2%
y	7305	9.9%
b	6446	8.7%
s	4176	5.7%
e	3917	5.3%
	3190	4.3%
o	3140	4.3%
g	2056	2.8%
Other values (11)	9274	12.6%

grouped_department
Categorical

IMBALANCE

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

not specified	7618
other	1568
sales	347
engineering	250
marketing	213
Other values (5)	660

Length

Max length	16
Median length	13
Mean length	11.140953
Min length	2

Characters and Unicode

Total characters	118718
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	marketing
2nd row	not specified
3rd row	sales
4th row	not specified
5th row	not specified

Common Values

Value	Count	Frequency (%)
not specified	7618	71.5%
other	1568	14.7%
sales	347	3.3%
engineering	250	2.3%
marketing	213	2.0%
operation	185	1.7%
product	149	1.4%
it	146	1.4%
customer service	107	1.0%
technology	73	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
not	7618	41.4%
specified	7618	41.4%
other	1568	8.5%
sales	347	1.9%
engineering	250	1.4%
marketing	213	1.2%
operation	185	1.0%
product	149	0.8%
it	146	0.8%
customer	107	0.6%
Other values (2)	180	1.0%

Most occurring characters

Value	Count	Frequency (%)
e	18693	15.7%
i	16387	13.8%
t	10059	8.5%
o	9958	8.4%
n	8839	7.4%
s	8526	7.2%
c	8054	6.8%
p	7952	6.7%
d	7767	6.5%
	7725	6.5%
Other values (11)	14758	12.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	110993	93.5%
Space Separator	7725	6.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	18693	16.8%
i	16387	14.8%
t	10059	9.1%
o	9958	9.0%
n	8839	8.0%
s	8526	7.7%
c	8054	7.3%
p	7952	7.2%
d	7767	7.0%
f	7618	6.9%
Other values (10)	7140	6.4%

Space Separator

Value	Count	Frequency (%)
	7725	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	110993	93.5%
Common	7725	6.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	18693	16.8%
i	16387	14.8%
t	10059	9.1%
o	9958	9.0%
n	8839	8.0%
s	8526	7.7%
c	8054	7.3%
p	7952	7.2%
d	7767	7.0%
f	7618	6.9%
Other values (10)	7140	6.4%

Common

Value	Count	Frequency (%)
	7725	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	118718	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	18693	15.7%
i	16387	13.8%
t	10059	8.5%
o	9958	8.4%
n	8839	7.4%
s	8526	7.2%
c	8054	6.8%
p	7952	6.7%
d	7767	6.5%
	7725	6.5%
Other values (11)	14758	12.4%

grouped_industry
Categorical

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	83.4 KiB

other	3161
computer software	2682
financial service	1030
management	831
information technology and service	816
Other values (5)	2136

Length

Max length	34
Median length	25
Mean length	13.29542
Min length	5

Characters and Unicode

Total characters	141676
Distinct characters	22
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	computer software
2nd row	computer software
3rd row	engineer
4th row	other
5th row	computer software

Common Values

Value	Count	Frequency (%)
other	3161	29.7%
computer software	2682	25.2%
financial service	1030	9.7%
management	831	7.8%
information technology and service	816	7.7%
engineer	787	7.4%
internet	473	4.4%
marketing and advertising	443	4.2%
oil and energy	265	2.5%
real estate	168	1.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
other	3161	17.2%
software	2682	14.6%
computer	2682	14.6%
service	1846	10.0%
and	1524	8.3%
financial	1030	5.6%
management	831	4.5%
information	816	4.4%
technology	816	4.4%
engineer	787	4.3%
Other values (7)	2225	12.1%

Most occurring characters

Value	Count	Frequency (%)
e	19922	14.1%
r	13766	9.7%
t	13156	9.3%
o	12054	8.5%
n	11365	8.0%
a	9966	7.0%
i	8392	5.9%
	7744	5.5%
c	6374	4.5%
m	5603	4.0%
Other values (12)	33334	23.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	133932	94.5%
Space Separator	7744	5.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	19922	14.9%
r	13766	10.3%
t	13156	9.8%
o	12054	9.0%
n	11365	8.5%
a	9966	7.4%
i	8392	6.3%
c	6374	4.8%
m	5603	4.2%
s	5139	3.8%
Other values (11)	28195	21.1%

Space Separator

Value	Count	Frequency (%)
	7744	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	133932	94.5%
Common	7744	5.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	19922	14.9%
r	13766	10.3%
t	13156	9.8%
o	12054	9.0%
n	11365	8.5%
a	9966	7.4%
i	8392	6.3%
c	6374	4.8%
m	5603	4.2%
s	5139	3.8%
Other values (11)	28195	21.1%

Common

Value	Count	Frequency (%)
	7744	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	141676	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	19922	14.1%
r	13766	9.7%
t	13156	9.3%
o	12054	8.5%
n	11365	8.0%
a	9966	7.0%
i	8392	5.9%
	7744	5.5%
c	6374	4.5%
m	5603	4.0%
Other values (12)	33334	23.5%

company_profile_word_count
Real number (ℝ)

HIGH CORRELATION

Distinct	262
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.115616

Minimum	2
Maximum	596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.4 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	9
median	83
Q3	136
95-th percentile	231
Maximum	596
Range	594
Interquartile range (IQR)	127

Descriptive statistics

Standard deviation	83.776188
Coefficient of variation (CV)	0.94008427
Kurtosis	3.1622251
Mean	89.115616
Median Absolute Deviation (MAD)	60
Skewness	1.3736605
Sum	949616
Variance	7018.4497
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	2121	19.9%
34	676	6.3%
9	674	6.3%
88	633	5.9%
190	197	1.8%
192	181	1.7%
143	180	1.7%
153	157	1.5%
116	138	1.3%
87	108	1.0%
Other values (252)	5591	52.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	2121	19.9%
3	2	< 0.1%
8	5	< 0.1%
9	674	6.3%
10	3	< 0.1%
11	6	0.1%
12	8	0.1%
14	36	0.3%
15	19	0.2%
16	5	< 0.1%

Value	Count	Frequency (%)
596	7	0.1%
578	5	< 0.1%
569	3	< 0.1%
545	3	< 0.1%
455	1	< 0.1%
453	13	0.1%
448	1	< 0.1%
434	22	0.2%
424	3	< 0.1%
415	3	< 0.1%

description_word_count
Real number (ℝ)

Distinct	666
Distinct (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	184.02515

Minimum	0
Maximum	2196
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	83.4 KiB

Quantile statistics

Minimum	0
5-th percentile	34
Q1	91
median	156
Q3	245
95-th percentile	426
Maximum	2196
Range	2196
Interquartile range (IQR)	154

Descriptive statistics

Standard deviation	134.52597
Coefficient of variation (CV)	0.7310195
Kurtosis	10.548658
Mean	184.02515
Median Absolute Deviation (MAD)	74
Skewness	2.0603188
Sum	1960972
Variance	18097.237
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41	392	3.7%
32	108	1.0%
156	102	1.0%
38	83	0.8%
128	82	0.8%
57	74	0.7%
63	71	0.7%
157	69	0.6%
109	65	0.6%
130	61	0.6%
Other values (656)	9549	89.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
5	1	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
8	2	< 0.1%
9	15	0.1%
10	11	0.1%
11	15	0.1%
12	12	0.1%

Value	Count	Frequency (%)
2196	1	< 0.1%
1235	2	< 0.1%
1210	1	< 0.1%
1170	1	< 0.1%
1159	5	< 0.1%
1152	1	< 0.1%
1117	1	< 0.1%
1065	1	< 0.1%
1063	1	< 0.1%
1030	1	< 0.1%

requirements_word_count
Real number (ℝ)

Distinct	439
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.039696

Minimum	0
Maximum	886
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	83.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	17
median	62
Q3	113
95-th percentile	235
Maximum	886
Range	886
Interquartile range (IQR)	96

Descriptive statistics

Standard deviation	88.789382
Coefficient of variation (CV)	1.0822734
Kurtosis	10.196498
Mean	82.039696
Median Absolute Deviation (MAD)	45
Skewness	2.4997413
Sum	874215
Variance	7883.5544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	1781	16.7%
17	418	3.9%
20	207	1.9%
91	166	1.6%
15	90	0.8%
19	90	0.8%
74	83	0.8%
89	83	0.8%
43	81	0.8%
105	80	0.8%
Other values (429)	7577	71.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	< 0.1%
1	29	0.3%
2	1781	16.7%
3	28	0.3%
4	28	0.3%
5	29	0.3%
6	27	0.3%
7	24	0.2%
8	36	0.3%
9	21	0.2%

Value	Count	Frequency (%)
886	1	< 0.1%
805	1	< 0.1%
767	1	< 0.1%
702	1	< 0.1%
699	11	0.1%
668	1	< 0.1%
657	1	< 0.1%
650	1	< 0.1%
648	2	< 0.1%
631	2	< 0.1%

benefits_word_count
Real number (ℝ)

Distinct	254
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.735642

Minimum	0
Maximum	723
Zeros	8
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	83.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	2
median	3
Q3	37
95-th percentile	117
Maximum	723
Range	723
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	46.9095
Coefficient of variation (CV)	1.6913075
Kurtosis	24.406618
Mean	27.735642
Median Absolute Deviation (MAD)	1
Skewness	3.6257639
Sum	295551
Variance	2200.5012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	4776	44.8%
3	782	7.3%
83	123	1.2%
9	121	1.1%
11	119	1.1%
7	106	1.0%
23	104	1.0%
8	101	0.9%
69	100	0.9%
5	96	0.9%
Other values (244)	4228	39.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	0.1%
1	50	0.5%
2	4776	44.8%
3	782	7.3%
4	84	0.8%
5	96	0.9%
6	71	0.7%
7	106	1.0%
8	101	0.9%
9	121	1.1%

Value	Count	Frequency (%)
723	1	< 0.1%
612	2	< 0.1%
592	1	< 0.1%
561	1	< 0.1%
552	1	< 0.1%
523	1	< 0.1%
522	1	< 0.1%
474	1	< 0.1%
462	1	< 0.1%
403	1	< 0.1%

company_profile_avg_word_len
Real number (ℝ)

Distinct	813
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6784091

Minimum	4.8603352
Maximum	35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.4 KiB

Quantile statistics

Minimum	4.8603352
5-th percentile	5.7135678
Q1	6.1468531
median	6.5
Q3	6.7088608
95-th percentile	7.7727273
Maximum	35
Range	30.139665
Interquartile range (IQR)	0.56200761

Descriptive statistics

Standard deviation	1.9581195
Coefficient of variation (CV)	0.2932015
Kurtosis	182.07533
Mean	6.6784091
Median Absolute Deviation (MAD)	0.29113924
Skewness	12.827104
Sum	71165.127
Variance	3.8342321
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.5	2077	19.5%
5.888888889	670	6.3%
6.705882353	669	6.3%
7.772727273	550	5.2%
6.494791667	180	1.7%
6.146853147	168	1.6%
6.247368421	166	1.6%
6.699346405	153	1.4%
5.925619835	90	0.8%
6.051724138	84	0.8%
Other values (803)	5849	54.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.860335196	1	< 0.1%
4.965517241	1	< 0.1%
5	5	< 0.1%
5.115384615	1	< 0.1%
5.129032258	3	< 0.1%
5.159235669	2	< 0.1%
5.222222222	3	< 0.1%
5.25	1	< 0.1%
5.263803681	16	0.2%
5.28	12	0.1%

Value	Count	Frequency (%)
35	45	0.4%
14.01612903	4	< 0.1%
10.49425287	9	0.1%
9.940298507	6	0.1%
9.738095238	3	< 0.1%
9.7	3	< 0.1%
9.6796875	11	0.1%
9.666666667	1	< 0.1%
9.580246914	5	< 0.1%
9.5625	2	< 0.1%

description_avg_word_len
Real number (ℝ)

SKEWED

Distinct	6825
Distinct (%)	64.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.0920849

Minimum	1
Maximum	110.55556
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.4 KiB

Quantile statistics

Minimum	1
5-th percentile	5.8067701
Q1	6.4202899
median	6.9144286
Q3	7.4386471
95-th percentile	9.2926829
Maximum	110.55556
Range	109.55556
Interquartile range (IQR)	1.0183573

Descriptive statistics

Standard deviation	2.0991766
Coefficient of variation (CV)	0.29598865
Kurtosis	877.44385
Mean	7.0920849
Median Absolute Deviation (MAD)	0.50817862
Skewness	24.392708
Sum	75573.257
Variance	4.4065425
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.292682927	356	3.3%
10.375	87	0.8%
6.421052632	46	0.4%
7	41	0.4%
6.285714286	37	0.3%
6	32	0.3%
6.333333333	32	0.3%
8	31	0.3%
6.5	30	0.3%
7.659442724	26	0.2%
Other values (6815)	9938	93.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
4	1	< 0.1%
4.577777778	1	< 0.1%
4.6	1	< 0.1%
4.666666667	1	< 0.1%
4.703703704	1	< 0.1%
4.714285714	1	< 0.1%
4.733333333	1	< 0.1%
4.736363636	1	< 0.1%
4.882352941	1	< 0.1%

Value	Count	Frequency (%)
110.5555556	1	< 0.1%
76.65384615	1	< 0.1%
64.23943662	1	< 0.1%
63.6	1	< 0.1%
57.29559748	1	< 0.1%
51.68493151	1	< 0.1%
50.83471074	1	< 0.1%
44.23958333	1	< 0.1%
43.65789474	1	< 0.1%
43.14457831	1	< 0.1%

requirements_avg_word_len
Real number (ℝ)

Distinct	4581
Distinct (%)	43.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.1795268

Minimum	1
Maximum	29.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.4 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	6.5
median	7.1056061
Q3	7.6666667
95-th percentile	8.4824785
Maximum	29.8
Range	28.8
Interquartile range (IQR)	1.1666667

Descriptive statistics

Standard deviation	0.96420034
Coefficient of variation (CV)	0.13429859
Kurtosis	60.858763
Mean	7.1795268
Median Absolute Deviation (MAD)	0.60560605
Skewness	3.9594472
Sum	76505.038
Variance	0.9296823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.5	1806	16.9%
7.647058824	387	3.6%
7.9	171	1.6%
7.846153846	86	0.8%
7	61	0.6%
7.8	53	0.5%
6	48	0.5%
7.894736842	44	0.4%
8	36	0.3%
7.857142857	30	0.3%
Other values (4571)	7934	74.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	< 0.1%
3	3	< 0.1%
4	2	< 0.1%
4.111111111	1	< 0.1%
4.285714286	3	< 0.1%
4.3	1	< 0.1%
4.357142857	1	< 0.1%
4.4	1	< 0.1%
4.5	1	< 0.1%
4.6	1	< 0.1%

Value	Count	Frequency (%)
29.8	1	< 0.1%
26	1	< 0.1%
21.03846154	1	< 0.1%
20	1	< 0.1%
17.98305085	1	< 0.1%
17.8	2	< 0.1%
17.15789474	1	< 0.1%
16.71962617	1	< 0.1%
16.2	1	< 0.1%
16.07692308	1	< 0.1%

benefits_avg_word_len
Real number (ℝ)

Distinct	1771
Distinct (%)	16.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.7965111

Minimum	1
Maximum	35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	83.4 KiB

Quantile statistics

Minimum	1
5-th percentile	5.7924964
Q1	6.5
median	6.5
Q3	6.8
95-th percentile	8.75
Maximum	35
Range	34
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	1.2331387
Coefficient of variation (CV)	0.18143701
Kurtosis	85.165467
Mean	6.7965111
Median Absolute Deviation (MAD)	0.125
Skewness	6.0122006
Sum	72423.622
Variance	1.520631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.5	4753	44.6%
6.333333333	694	6.5%
7	102	1.0%
6	86	0.8%
6.753623188	71	0.7%
6.457831325	60	0.6%
8	57	0.5%
6.742857143	42	0.4%
6.75	40	0.4%
8.666666667	32	0.3%
Other values (1761)	4719	44.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8	0.1%
2	1	< 0.1%
3	17	0.2%
3.333333333	11	0.1%
3.5	5	< 0.1%
3.6	1	< 0.1%
3.8	2	< 0.1%
4	9	0.1%
4.166666667	1	< 0.1%
4.222222222	2	< 0.1%

Value	Count	Frequency (%)
35	2	< 0.1%
26	1	< 0.1%
25.41666667	1	< 0.1%
24	1	< 0.1%
22	1	< 0.1%
21.07142857	2	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
19.23529412	1	< 0.1%
18.5	2	< 0.1%

Auto

Heatmap
Table

	company_profile_word_count	description_word_count	requirements_word_count	benefits_word_count	company_profile_avg_word_len	description_avg_word_len	requirements_avg_word_len	benefits_avg_word_len	employment_type	telecommuting	has_company_logo	has_questions	required_experience	required_education	function	fraudulent	grouped_title	grouped_location	grouped_department	grouped_industry
company_profile_word_count	1.000	0.198	0.303	0.205	-0.092	-0.137	0.010	0.130	0.153	0.054	0.588	0.224	0.139	0.112	0.186	0.168	0.158	0.146	0.158	0.163
description_word_count	0.198	1.000	0.171	0.121	0.155	-0.077	-0.095	0.101	0.095	0.057	0.092	0.053	0.073	0.063	0.106	0.029	0.091	0.051	0.011	0.084
requirements_word_count	0.303	0.171	1.000	0.246	0.089	-0.073	0.204	0.119	0.093	0.044	0.151	0.071	0.092	0.055	0.146	0.067	0.102	0.054	0.146	0.091
benefits_word_count	0.205	0.121	0.246	1.000	-0.160	-0.157	0.099	0.124	0.064	0.040	0.116	0.051	0.058	0.041	0.084	0.046	0.061	0.046	0.064	0.072
company_profile_avg_word_len	-0.092	0.155	0.089	-0.160	1.000	0.197	0.020	0.102	0.029	0.032	0.054	0.081	0.077	0.108	0.100	0.028	0.054	0.058	0.034	0.234
description_avg_word_len	-0.137	-0.077	-0.073	-0.157	0.197	1.000	0.272	-0.040	0.032	0.000	0.063	0.033	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
requirements_avg_word_len	0.010	-0.095	0.204	0.099	0.020	0.272	1.000	0.024	0.092	0.036	0.233	0.161	0.112	0.105	0.116	0.000	0.096	0.055	0.021	0.105
benefits_avg_word_len	0.130	0.101	0.119	0.124	0.102	-0.040	0.024	1.000	0.068	0.089	0.058	0.058	0.066	0.041	0.078	0.067	0.061	0.024	0.045	0.068
employment_type	0.153	0.095	0.093	0.064	0.029	0.032	0.092	0.068	1.000	0.037	0.084	0.179	0.269	0.255	0.297	0.084	0.344	0.093	0.081	0.415
telecommuting	0.054	0.057	0.044	0.040	0.032	0.000	0.036	0.089	0.037	1.000	0.000	0.031	0.071	0.180	0.169	0.036	0.100	0.069	0.161	0.138
has_company_logo	0.588	0.092	0.151	0.116	0.054	0.063	0.233	0.058	0.084	0.000	1.000	0.279	0.221	0.265	0.275	0.247	0.200	0.165	0.140	0.228
has_questions	0.224	0.053	0.071	0.051	0.081	0.033	0.161	0.058	0.179	0.031	0.279	1.000	0.153	0.217	0.263	0.082	0.287	0.180	0.157	0.267
required_experience	0.139	0.073	0.092	0.058	0.077	0.000	0.112	0.066	0.269	0.071	0.221	0.153	1.000	0.336	0.356	0.078	0.226	0.077	0.102	0.284
required_education	0.112	0.063	0.055	0.041	0.108	0.000	0.105	0.041	0.255	0.180	0.265	0.217	0.336	1.000	0.245	0.186	0.218	0.046	0.082	0.241
function	0.186	0.106	0.146	0.084	0.100	0.000	0.116	0.078	0.297	0.169	0.275	0.263	0.356	0.245	1.000	0.218	0.424	0.132	0.365	0.375
fraudulent	0.168	0.029	0.067	0.046	0.028	0.000	0.000	0.067	0.084	0.036	0.247	0.082	0.078	0.186	0.218	1.000	0.127	0.129	0.159	0.243
grouped_title	0.158	0.091	0.102	0.061	0.054	0.000	0.096	0.061	0.344	0.100	0.200	0.287	0.226	0.218	0.424	0.127	1.000	0.086	0.199	0.352
grouped_location	0.146	0.051	0.054	0.046	0.058	0.000	0.055	0.024	0.093	0.069	0.165	0.180	0.077	0.046	0.132	0.129	0.086	1.000	0.088	0.145
grouped_department	0.158	0.011	0.146	0.064	0.034	0.000	0.021	0.045	0.081	0.161	0.140	0.157	0.102	0.082	0.365	0.159	0.199	0.088	1.000	0.132
grouped_industry	0.163	0.084	0.091	0.072	0.234	0.000	0.105	0.068	0.415	0.138	0.228	0.267	0.284	0.241	0.375	0.243	0.352	0.145	0.132	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	company_profile	description	requirements	benefits	employment_type	has_company_logo	has_questions	required_experience	required_education	function	grouped_title	grouped_location	grouped_department	grouped_industry	company_profile_word_count	description_word_count	requirements_word_count	benefits_word_count	company_profile_avg_word_len	description_avg_word_len	requirements_avg_word_len	benefits_avg_word_len
0	food52 created groundbreaking award winning cooking site support connect celebrate home cooks give everything need one place top editorial business engineering team focused using technology find new better ways connect people around specific food interests offer superb highly curated information food cooking attract talented home cooks contributors country also publish well known professionals like mario batali gwyneth paltrow danny meyer partnerships whole foods market random house food52 named best food website james beard foundation iacp featured new york times npr pando daily techcrunch today show located chelsea new york city	food52 fast growing james beard award winning online food community crowd sourced curated recipe hub currently interviewing full part time unpaid interns work small team editors executives developers new york city headquarters reproducing repackaging existing food52 content number partner sites huffington post yahoo buzzfeed various content management systemsresearching blogs websites provisions food52 affiliate programassisting day day affiliate program support screening affiliates assisting affiliate inquiriessupporting pr amp events neededhelping office administrative work filing mailing preparing meetingsworking developers document bugs suggest improvements sitesupporting marketing executive staff	experience content management systems major plus blogging counts familiar food52 editorial voice aestheticloves food appreciates importance home cooking cooking seasonsmeticulous editor perfectionist obsessive attention detail maddened typos broken links delighted finding fixing themcheerful pressureexcellent communication skillsa multi tasker juggler responsibilities big smallinterested engaged social media like twitter facebook pinterestloves problem solving collaborating drive food52 forwardthinks big picture pitches nitty gritty running small company dishes shopping administrative support comfortable realities working startup call evenings weekends working long hours	specified	Other	1	0	Internship	Not Specified	Marketing	other	san diego	marketing	computer software	150	132	119	2	5.900000	6.856061	7.159664	6.500000
1	valor services provides workforce solutions meet needs companies across private sector special focus oil amp gas industry valor services involved throughout every step hiring process remain contact way final step signing employment contract new employer valor services founded vision employing unique skills experiences qualities america finest veterans provide private sector companies precise concerted value added services america finest veterans optimized career opportunity eager get word veterans ample opportunities employment private sector ideal candidates fill positions valor services success mission	client located houston actively seeking experienced commissioning machinery assistant possesses strong supervisory skills attention detail strong dedication safety must ideal candidate execute activities complying quality requirements health environmental safety regulations	implement pre commissioning commissioning procedures rotary equipment execute activities subcontractor assigned crew pertains discipline ensure effective utilization commissioning manpower consumables ensure execution vendor specialists field activities assigned resources sub contractor per vendor representative plans carry equipment inspections client representatives ensure proper certification produced prepare forms pending tests submit signed certificates final hand certification engineer qa qc coordinate field vendor representatives keep records activities ensure safety practices strictly followed execution activities report progress constraints mechanical supervisor possible authorization site manager receive issue permit work according project permit work procedures assist supervisor expedite pending punch list items accordance commissioning manager priorities assist supervisor coordinate supervise construction support activities pre commissioning commissioning activities company overview client premiere engineering construction procurement company executes large scale projects internationally	specified	Not Specified	1	0	Not Specified	Not Specified	Not Specified	other	albany	not specified	computer software	143	50	187	2	6.146853	7.100000	7.288770	6.500000
2	passion improving quality life geography heart everything esri geographic information system gis technology inspires enables governments universities businesses worldwide save money lives environment deeper understanding changing world around carefully managed growth zero debt give esri stability uncommon today volatile business world privately held offer exceptional benefits competitive salaries 401 k profit sharing programs opportunities personal professional growth much	company esri environmental systems research instituteour passion improving quality life geography heart everything esri geographic information system gis technology inspires enables governments universities businesses worldwide save money lives environment deeper understanding changing world around carefully managed growth zero debt give esri stability uncommon today volatile business world privately held offer exceptional benefits competitive salaries 401 k profit sharing programs opportunities personal professional growth much opportunity account executiveas member sales division work collaboratively account team order sell promote adoption esri arcgis platform within organization part account team responsible facilitating development execution set strategies defined portfolio accounts executing strategies utilize experience enterprise sales help customers leverage geospatial information technology achieve business goals specifically prospect develop opportunities partner key stakeholders envision develop implement location strategy organizationclearly articulate strength value proposition arcgis platformdevelop maintain healthy pipeline opportunities business growthdemonstrate thoughtful understanding insightful industry knowledge gis applies initiatives trends triggersunderstand key business drivers within organization identify key business stakeholdersunderstand customers budgeting acquisition processessuccessfully execute account management process including account prioritization account resourcing account planningsuccessfully execute sales process opportunitiesleverage lead account team consisting sales cross divisional resources define execute account strategyeffectively utilize leverage crm manage opportunities drive buying processpursue professional personal development ensure competitive knowledge real estate industryleverage social media successfully prospect build professional networkparticipate trade shows workshops seminars required support visual story telling effective whiteboard sessionsbe resourceful takes initiative resolve issues	education bachelor master gis business administration related field equivalent work experience depending position levelexperience 5 years enterprise sales experience providing platform solutions businessesdemonstrated experience managing sales cycle including prospecting proposing closingability adapt new technology trends translate solutions address customer needsdemonstrated experience strong partnerships advocacy customersexcellent presentation white boarding negotiation skills including good listening probing qualification abilitiesexperience executing insight selling methodologiesdemonstrated understanding mitigation competitive threatsexcellent written verbal communication interpersonal skillsability manage prioritize activitiesdemonstrated experience lead executive engagements provide services sell real estate industryknowledge real estate industry fiscal year budgeting procurement cyclehighly motivated team player mature positive attitude passion meet challenges opportunities businessability travel domestically internationally 50 general knowledge spatial analysis problem solvingresults oriented ability write craft smart attainable realistic time driven goals clear lead indicators	culture anything corporate collaborative creative environment phone directories organized first name relaxed dress code open door policies place thrivepassionate people strive make differencecasual dress codeflexible work schedulessupport continuing educationcollege like campusa network buildings amid lush landscaping numerous outdoor patio areason site caf including starbucks coffee bar lounge areafitness center available 24 7comprehensive reference library gis bibliographystate art conference center host staff guest speakers green initiativessolar rooftop panels reduce carbon emissionselectric vehicles provide campus transportationhundreds trees reduce cost cooling buildings	Full-time	1	0	Mid-Senior level	Bachelor's Degree	Sales	account manager	san francisco	sales	engineer	90	355	181	107	6.822222	7.323944	7.895028	7.308411
3	spotsource solutions llc global human capital management consulting firm headquartered miami florida founded january 2012 spotsource created fusion innovative service offerings meet increasing demand today economy specialize talent acquisition staffing executive search services across various functions specific industries global talent transfusion gtt services utilize best practice qualification standards deliver talent temporary temporary hire permanent basis health career transition hct subsidiary global talent transfusion offers placement services specifically growing healthcare arena spotsource executive search ses consultants special breed talent evangelists understand advise streamline human resources process direction organization requires long term sustainability success succession planning leadership development programs compensation analysis recruitment process outsourcing customized best suit needs business understand demand cost effective solutions organization seeking potential career transition interested discussing current hiring trends open positions vital career consulting vcc offers career transitional services catered specifically job applicant including resume construction social media optimization interview coaching address 4100 n powerline rd ste z3pompano beach fl 33073office phone c90b6ca89acd18d9e31ea3590b4ad76605721bc372025598fe9e1e60cf428551	job title itemization review managerlocation fort worth tx department itemization reviewreports vp operations general description responsible overall aspects itemization review operations personnel hiring quality control process workflow monitoring tracking accountability staff regarding production standards department expectations duties responsibilities oversee company itemization review department operationsresponsible encouraging reinforcing company culturedevelops processes better department implements new procedures protocols works customer service elevated issues provider callsimplements audits policy conjunction policy payment integrity department monitoring quality quality control results department responsible ensuring overall metrics compliance management client expectationsresponsible human resources matters directly related department supervised e interviewing hiring training annual evaluations electronic time cards addressing personnel issues may create review daily weekly monthly reports invoices logs expensesadditional duties responsibilities assigned comply safety rules regulations conjunction injury illness prevention program iipp well maintain hipaa complianceoccasional interaction customers	qualifications rn license state texasdiploma bachelors science nursing requiredpast managerial experience preferred6 years experience nurseexperience facility bills helpfulstrong knowledge icd9 cptknowledge fee schedules rules r amp c guidelinesmust able remain poised stressful situationshighly motivated self starterexceptional organizational skillsability handle deadlines proactively problem solveeffective professional communication skillsability meet exceed performance competenciesdemonstrated outstanding leadership problem solving analytical skillsability think work independently working overall team environmentproficient microsoft office suite	full benefits offered	Full-time	1	1	Mid-Senior level	Bachelor's Degree	Health Care Provider	manager	albany	not specified	other	214	179	93	3	7.607477	8.491620	8.139785	7.000000
4	specified	job overviewapex environmental consulting firm offers stable leadership growth views employees valuable resources seeking self motivated multi faceted accounts payable clerk join team rockville md become integral part continued success story position entails processing high volume invoices working fast pace environment keying verifying various types invoices general ledger accounts job numbers submitted vendors company personnel calculating balance due vendor reviewing history prior payments made account candidate must able answer vendor personnel inquiries via phone email qualificationsthis position requires high school diploma 2 5 years relevant work experience keen attention detail knowledge commonly used concepts practices procedures within accounting field experience accounting software proficiency ms office suite including advanced excel experience high degree professionalism want join team talented accounting professionals engineers managers submit resume consideration today url f030e16ff4531e87a62857357985e3e8f1fdedb40dbfebfeb0e7e3a5ead65097 apexapex customer focused company delivers environmental health safety engineering services 700 clients across united states abroad driven entrepreneurial spirit dedication providing responsive cost effective solutions apex grown rapidly since founding 1988 working partnership public private sector clients team experts provides services tailored support customer unique goals objectives blending strong technical skills business acumen superior customer service able deliver creative solutions deliver high quality results low cost commercial industrial firms construction petroleum utility companies financial institutions government clients apex extensive experience wide variety industries corporate professional resume includes proven capabilities areas water resources remediation restoration assessment compliance industrial hygiene among others ranked top 200 environmental firms enr magazine ranked among top 500 design firms enr magazine awarded 2011 national environmental excellence award environmental stewardship national association environmental professionals selected 2010 hot firm zweig letter come join award winning team apex entrepreneurial firm ensuring senior managers able move unencumbered priority successful growing mid sized firm small enough employees still access leadership easy high performers recognized contributions advance without bureaucracy 30 office locations big enough provide comprehensive environmental consulting engineering services diverse client base provide resources employees help professional development offer incentive bonus plans ownership opportunities successful managers apex companies llc affirmative action equal opportunity employer	specified	specified	Not Specified	0	0	Not Specified	Not Specified	Not Specified	other	albany	not specified	computer software	2	502	2	2	6.500000	6.808765	6.500000	6.500000
5	airenvy mission provide lucrative yet hassle free full service short term property management around world combine charm home amenities boutique hotel currently short term rental property management companies run inefficiently thus charge owners 40 50 monthly revenues using pricing algorithm cross platform listing technology goal increase rental income 20 charging 12 15 commission providing turnkey experience like think airenvy creating new way people become excited property management love property managers first use case airenvy clients want convert long term rental short term rental 1 earn income flexibility staying place want airenvy friend next door customer video url e73543fde61f659ae4e25b87c34adb321c37207b4adc143cb6a99351c3ee1cb5	airenvy hey seasoned entrepreneurs heart san francisco soma neighborhood looking someone embodies entrepreneurial spirit pays strong attention detail wants part next big thing business feel like circus times star team one kind culture get little taste airenvy 1 technology driven property management company multi billion dollar industry revolutionizing vacation rental space growing record speed expanding new markets platform allows owners put vacation rental autopilot proven team startup veterans would love join family 2014 named 1 airbnb property management company san francisco according sf chronicle 18 supportive resourceful investors many leaders technology real estate industries positionwanted ultimate peace keeper amp problem solverairenvy growing faster handle looking someone help us scale seeking best class lead guest service specialist passionate delighting guests owners play direct role improving customer experience scaling business creating powerful brand advocates responsibilitiesservice first interact guests owners daily listen address inquiries via phone email chat leadership set precedent writing beautiful helpful emails getting inbox zero first answer phone last give interesting escalation cross collaboration act eyes ears airenvy business speak bug requests new features influence product positively ultimate multitasker able manage multiple day day gifts able ensure person contact airenvy positive experience even facing hundreds emails day proven ability take customers irate delightedable make decisions quickly high sense urgency spills team memberspassion delighting people thrive pressure proactive recognizing solving issues ariseexcellent written verbal communication skills spot error without spell checkfocused defining scaling business thru playbook definition	experience crm software live chat phones including one year minimum customer serviceyou heed call service understand must flexible schedule includes available early mornings late evenings weekends holidaysbe super organized care deeply detailszendesk experience bonus required	competitive pay able eat steak everyday choose health insurance vitamins relatively healthy hopefully need pi ata parties yes dance around blindfolds swing sticks awesome snacks snacks cooool start ups karate lessons really air ninja kicks encouraged times free massages hit milestones buying massage chair discounted gym membership get swole like last employee best benefit part amazing team family click insight interview process	Not Specified	1	1	Not Specified	Not Specified	Not Specified	other	new york	not specified	computer software	164	409	55	122	6.250000	6.083130	6.690909	5.573770
6	solutions3 woman owned small business whose focus service management using best breed technology implementing industry best practices following itil framework work extensively areas planning design architecting assessing implementing training technology solutions solutions3 focus areas include enterprise network amp systems management architecture implementation service management including service desk associated process definitions incident amp problem management change amp configuration management service level management configuration management database cmdb asset management alert event management focus best breed technology follow industry best practices including itil iso20000 strong focus training knowledge transfer associated solutions many resources course developers instructors many vendor partners practitioner experience comes training environment us strong set core values based biblical principles include great integrity high ethics always striving excellence always seeking candidates want work amazing technology company make difference part something great long term	implementation configuration testing training hp service health reporter	must us citizen active ts sci clearance required additional tools hp bsm applications nnm na omi omw sitescope etc beneficialsoft skill req leadership strong written amp verbal communicationbeneficial knowledge experience hp software tools big plus additional itil is20k knowledge experience helpful	specified	Full-time	1	1	Associate	Not Specified	Not Specified	other	albany	not specified	information technology and service	197	9	54	2	6.923858	8.333333	6.648148	6.500000
7	novitex enterprise solutions formerly pitney bowes management services delivers innovative document communications management solutions help companies around world drive business process efficiencies increase productivity reduce costs improve customer satisfaction almost 30 years clients turned us integrate optimize enterprise wide business processes empower employees increase productivity maximize results trusted partner continually focus delivering secure technology enabled document communications solutions improve clients work processes enhance customer interactions drive growth	customer service associate based phoenix az right candidate integral part talented team supporting continued growth responsibilities perform various mail center activities sorting metering folding inserting delivery pickup etc lift heavy boxes files paper neededmaintain highest levels customer care demonstrating friendly cooperative attitudedemonstrate flexibility satisfying customer demands high volume production environmentconsistently adhere business procedure guidelinesadhere safety procedurestake direction supervisor site managermaintain logs reporting documentation attention detailparticipate cross training perform duties assigned filing outgoing shipments etc operating mailing copy scanning equipmentshipping amp receivinghandle time sensitive material like confidential urgent packagesperform tasks assignedscanning incoming mail recipientsperform file purges pullscreate files ship filesprovide backfill neededenter information daily spreadsheetsidentify charges match billingsort deliver mail small packages	minimum requirements minimum 6 months customer service related experience requiredhigh school diploma equivalent ged requiredvalid driver license good driving record requiredpreferred qualifications keyboarding windows environment pc skills required word excel powerpoint preferred experience running mail posting equipment plusexcellent communication skills verbal writtenlifting 55 lbs without accommodationswillingness availability work additional hours assignedwillingness submit pre employment drug screening criminal background checkability effectively work individually team environmentcompetency performing multiple functional tasksability meet employer attendance policy	specified	Part-time	1	0	Entry level	High School or equivalent	Customer Service	customer service	albany	not specified	financial service	88	156	99	2	7.772727	7.814103	7.767677	6.500000
8	specified	position url 86fd830a95a64e2b30ceed829e63fd384c289e4f01e3c93608b42a84f6e662dd developerjob location united states new jersey jersey cityus work status required ead green card us citizens detailed description url 86fd830a95a64e2b30ceed829e63fd384c289e4f01e3c93608b42a84f6e662dd developer strong sql amp vb net working highly effective software development team responsible development enhancements idb reporting billing systems work efforts performed according policies procedures relating software development quality background developer 5 years development experience using url 86fd830a95a64e2b30ceed829e63fd384c289e4f01e3c93608b42a84f6e662dd vb net including 3 5 years sql development required college degree experience building web based applications using url 86fd830a95a64e2b30ceed829e63fd384c289e4f01e3c93608b42a84f6e662dd sql server expert level hands experience writing sql server stored procedures proficient ms office products excel access word outlook worked role involved creation reports internal management external customers experience developing another scripting front end language excellent communication skillsif interested please send updated profile email 897dfb1f33f6c34f2bed521623e9808aa4e62d89a6c0284cfe89393e4457e628 hiring sales account director advertising digital sales position sales account director pacific northwestjob location united states washington seattleus work status required ead green card us citizens requirements 3 years advertising digital sales experience preferrably region ability provide forecasting information management proven success prospecting cold calling regional accounts proven experience automotive tech health care travel categories among others specialized experience hands agency account management self starter roll sleeves mentality ability work internal teams solve problems solid grasp interactive media including various pricing models targeting technologies ad serving bachelor degree strong long distance communication skills using email instant messenger platforms phone high technical aptitude learning working within desktop web based applications windows microsoft office dsps ad exchanges ability calculate analyze data based standard digital advertising cost per metrics cpm cpc cpa etc detail oriented strong organizational skills multitasking ability ability work efficiently effectively tight deadlines strong sense urgency personality work effectively within fast moving environment many different types people desire ability work home	position url 86fd830a95a64e2b30ceed829e63fd384c289e4f01e3c93608b42a84f6e662dd developerjob location united states new jersey jersey cityus work status required ead green card us citizens detailed description url 86fd830a95a64e2b30ceed829e63fd384c289e4f01e3c93608b42a84f6e662dd developer strong sql amp vb net working highly effective software development team responsible development enhancements idb reporting billing systems work efforts performed according policies procedures relating software development quality background developer 5 years development experience using url 86fd830a95a64e2b30ceed829e63fd384c289e4f01e3c93608b42a84f6e662dd vb net including 3 5 years sql development required college degree experience building web based applications using url 86fd830a95a64e2b30ceed829e63fd384c289e4f01e3c93608b42a84f6e662dd sql server expert level hands experience writing sql server stored procedures proficient ms office products excel access word outlook worked role involved creation reports internal management external customers experience developing another scripting front end language excellent communication skillsif interested please send updated profile email 897dfb1f33f6c34f2bed521623e9808aa4e62d89a6c0284cfe89393e4457e628 hiring sales account director advertising digital sales position sales account director pacific northwestjob location united states washington seattleus work status required ead green card us citizens requirements 3 years advertising digital sales experience preferrably region ability provide forecasting information management proven success prospecting cold calling regional accounts proven experience automotive tech health care travel categories among others specialized experience hands agency account management self starter roll sleeves mentality ability work internal teams solve problems solid grasp interactive media including various pricing models targeting technologies ad serving bachelor degree strong long distance communication skills using email instant messenger platforms phone high technical aptitude learning working within desktop web based applications windows microsoft office dsps ad exchanges ability calculate analyze data based standard digital advertising cost per metrics cpm cpc cpa etc detail oriented strong organizational skills multitasking ability ability work efficiently effectively tight deadlines strong sense urgency personality work effectively within fast moving environment many different types people desire ability work home	benefits fullbonus eligible yesinterview travel reimbursed yes	Full-time	0	0	Mid-Senior level	Bachelor's Degree	Information Technology	other	los angeles	not specified	information technology and service	2	363	363	7	6.500000	7.928375	7.928375	9.714286
9	novitex enterprise solutions formerly pitney bowes management services delivers innovative document communications management solutions help companies around world drive business process efficiencies increase productivity reduce costs improve customer satisfaction almost 30 years clients turned us integrate optimize enterprise wide business processes empower employees increase productivity maximize results trusted partner continually focus delivering secure technology enabled document communications solutions improve clients work processes enhance customer interactions drive growth	applications developer digital develop participate development support migration web intranet applications along business applications may cloud locally hosted goal make sure applications state art available content rich also thrive make sure users satisfied support requests answered timely manner key responsibilities php url c5591c960537d84ff7889f414633cdbc8e7d36f3fe042a096d374e4e058388d5 c vb development per project needs design create program mysql sql server databases per project needs triage resolve tickets supported systems applicationsprovide troubleshooting expertise proprietary applications production support environmentsdocument new update solutions process documentationfollow established procedures managing risk updating production systemscreate update process automationmigrate applications different environmentsdeploy new applicationsmanage content support applications userstest applications document issuesdevelop solutions existing issues track knowledge basesupport office 365 environment applicationsassist gathering requirements project specificationsattend meetings needed take ownership daily applications support needs communications communicate project status deliverables managers involved personnel manage project tasks timelines communication perform routine site maintenance needed tasks needed successful project completion assigned management must willing travel novitex sites 10	requirements 4 5 years experience developing deploying web applications solid understanding sdlc knowledge php mysql sql server netknowledge setting application development environments internet intranet knowledge web application deployment server configuration methodologiesknowledge content management systems web analyticsability troubleshoot applications user issuesadditional preferred experience knowledge office 365 applicationsknowledge sharepoint administrationsalesforce administration integrationforward thinking business development focused mentality work style good customer service orientation attitude effective communication skills verbal written comfortable working business support tools ms excel ms word ms outlook ms powerpoint visio	specified	Full-time	1	0	Associate	Bachelor's Degree	Information Technology	developer	albany	not specified	management	88	226	104	2	7.772727	7.615044	8.173077	6.500000

	company_profile	description	requirements	benefits	employment_type	has_company_logo	has_questions	required_experience	required_education	function	grouped_title	grouped_location	grouped_department	grouped_industry	company_profile_word_count	description_word_count	requirements_word_count	benefits_word_count	company_profile_avg_word_len	description_avg_word_len	requirements_avg_word_len	benefits_avg_word_len
10646	stories relfrom 5 000 feet look like media company look close greatest strength producing video find sweet spot really agriculture pin us value quality work hard deliver much wish would unlimited budget deadlines sum us make stories produce story every project starts idea ends finished product producing starts someplace idea ends client happy finished product everything variable focus taking idea helping clients get end product proud let get hands dirty believe hard work also believe working smart learned anything nearly 20 years need processes technology workflows managed operated efficiently client friendly able handle anything thrown understand see tour free	key duties rough cut shows adobe premier adhering technical video audio specifications within rel workflow finish shows adobe premier smoke necessary basic sound editing sweetening final mixing basic digital video color correction export encode final distribution prepare encode final video files final delivery revise existing archived projects collaborate producer ensure technical accuracy video including client specific brand guidelines content relevance accuracy collaborate production coordinator ensure project timelines specifications met travel required production assistant grip various video shoots	additional duties ingest log label footage tape external sources manage archive media video related projects within rel workflow prep footage rough cut editingefficiencies mac os adobe premier pro required autodesk smoke preferred willing learn adobe effects preferred adobe photoshop preferred catdv digital asset management system train additional skills organized creative critical thinker able effectively carve story non scripted interviews looks challenges opportunities willing work long hours weekends needed able work take direction shoots director producer senior camera operator	salary benefits package negotiable based experience	Full-time	1	0	Mid-Senior level	Not Specified	Production	other	albany	not specified	other	201	99	103	9	5.323383	7.313131	6.961165	6.888889
10647	provide full time permanent positions many medium large us companies interested finding recruiting high quality candidates engineering manufacturing highly technical non technical jobs	1500 job openings website relevant job feel free search website apply directly click apply redirect main website search jobs job requirements must familiar job shop type operations cam cad experience major plus ideal candidate minimum 10 yrs experience strong manual manufacturing background cnc equipment machinery list facility split large cnc mill manual mills lathes small mazak w mazatrol controls job responsibilities shift 1stthere overtime fluctuates visit url ec64af2b4fe2ca316e828f93b0cd098c22f8beba98dcac09d4dd7384b221a5e8 url 2954b76adf23051d4bc35fc729f5a18c5de715ed82dfaee24b3aabbf3874ca57	specified	specified	Full-time	0	0	Not Specified	Not Specified	Not Specified	other	texas	not specified	computer software	34	133	2	2	6.705882	6.563910	6.500000	6.500000
10648	specified	job title sr technical leadsalary openduration full timejob location wilmington de mandatory skills sample manager lims thermo fischer responsibilities extensive knowledge sample managerhe extensive knowledge understanding customer requirement chemical manufacturing industry extensive knowledge configuration sample manager hands overview knowledge database	responsibilities extensive knowledge sample managerhe extensive knowledge understanding customer requirement chemical manufacturing industry extensive knowledge configuration sample manager hands overview knowledge database	specified	Full-time	0	0	Not Specified	Not Specified	Not Specified	other	albany	not specified	other	2	58	39	2	6.500000	7.689655	7.666667	6.500000
10649	prosulting people prosulting difference easy see passion delivering qualified pre screened personnel ready contribute means expect right people job every time committed total satisfaction stand behind word would easier us cut corners recruiting pre qualification process candidates fact stringent screening process cornerstone reputation results highest qualified personnel industry simply put better qualification process better people prosulting responsive company needs staffing time money prosulting dedicated team highly motivated staffing experts ready help meet demand quickly efficiently minimizing downtime maximizing productivity let staffing agents work experience prosulting difference prosulting productive growth fluctuating work loads temporary temp hire needs whatever staffing challenges business facing experts find solution fast prosulting pre screened candidates ready go keep business productive need flexible team human resource staff take day day search functions enabling company focus core business issues grow bottom line	activity searching senior financial analyst support organization accurate financial reporting analysis professional work senior leaders accounting operations marketing departments responsible financial production distribution clear actionable accurate financial reporting prepare comprehensive financial trend data analysis including store level sales expense trends communicate findings senior managementassist aspects annual planning process including development annual planning tools applications development initial financial objectives presentation financial materials senior managementpartner manager fp amp treasury develop maintain weekly forecast cash availabilityad hoc reporting special projects departmental support needed	must minimum 3 years financial planning analysis retail industryexperience modeling data analysis forecastingstrong problem solving analytical skillsdemonstrated written oral communication interpersonal skillsbachelor degree finance related field	specified	Full-time	1	1	Mid-Senior level	Bachelor's Degree	Financial Analyst	other	albany	not specified	other	231	128	40	2	6.238095	7.218750	7.425000	6.500000
10650	valor services provides workforce solutions meet needs companies across private sector special focus oil amp gas industry valor services involved throughout every step hiring process remain contact way final step signing employment contract new employer valor services founded vision employing unique skills experiences qualities america finest veterans provide private sector companies precise concerted value added services america finest veterans optimized career opportunity eager get word veterans ample opportunities employment private sector ideal candidates fill positions valor services success mission	requires skilled work operating commercial trucks load unload fluids various locations haul drill rigs disposal responsible maintenance pre trip post trip inspections trucks trailers including limited checking tire pressure fluid levels safety equipment gauges controls ability handle hoses required loading unloading fluids familiar dot regulations regarding safe operation required dot documentation required driving truck work safely times surrounded unpredictable field conditions continuously moving vehicles equipment adverse weather conditions aware surroundings operating truck safely understanding potential liability personal actions work behaviors responsibility completing paperwork submitting timely manner develop maintain positive public relations provide courteous prompt complete services customers	ged diploma required requires minimum one year experience tanker endorsement hazmat required cdl license required class b valid medical card must able willing work adverse weather conditions shift work nights weekends holidays overtime necessary must self motivated individual work independently must possess good communication skills ability work well others must highly safety minded individual must willing call	specified	Full-time	1	1	Not Specified	Not Specified	Not Specified	other	albany	not specified	oil and energy	143	138	80	2	6.146853	7.130435	6.350000	6.500000
10651	flite delivers ad innovation scale world top publishers brands marketers use self service flite platform reduce complexity cost delivering differentiated ad products engage audiences flite platform serves updates measures advertising real time integrates web applications directly online ad units fueling digital advertising innovation scale flite enables marketers agile respond immediately real time performance metrics daily events updating paid media creatives relevant content functionality	flite saas display ad platform fuels world top publishers brands reducing cost complexity creating application rich ads desktop mobile web delivering valuable insights advanced analytics increasing user engagement turnkey partner integrations looking experienced product manager position requires technical background extensive business experience ideally love challenges product manager exciting startup environment work closely product development team marketing team management team customers need contribute highly agile environment new releases happen week good product everyone number one priority responsibilities include customer requirements gatheringinternal requirements gatheringproduct management multiple productswork product owner scrum development processwork marketing team assist development product marketing plans materialsestablishing short term long term product goalshelp product verificationcomfortable leader making smart decisions	ba bs computer science related technical fieldat least 3 years experience product manager similar roleexperience agile software developmentproduct management product design experience internet products technologiesstrong working knowledge online advertisingexperience working large internet publisher plusstrong quantitative analytic skillsexperience programmatic advertisingit plus experience advertising spaceexperience native advertising	competitive baseattractive stock option planmedical dental vision insuranceuse much need vacation pto401k enrollmentcommuter checks pre tax transportation reimbursement optionsflexible spending account optioncasual fun work environment	Full-time	1	0	Not Specified	Not Specified	Product Management	manager	new york	product	internet	90	171	71	30	6.733333	7.040936	7.450704	8.400000
10652	specified	responsibilities facilitate recruiting hiring processes providing technical logistical support recruitersensure satisfaction hiring managers candidates new hires providing responsive high quality professional service support recruiting functioncoordinate hiring process recruitersensure timely accurate data entry taleo applicant tracking systemcreate offers taleo per guidelines provided recruiterschedule applicants interviews pre employment testingcoordinate travel arrangements applicantsprepare send offer letters applicantsmonitor onboarding new hires creation employee file badge request form 9 etc coordinate background screening drug screening processes reporting results recruiterrecognize propose solutions improve recruiting processes workflows	required skills associates degree combination education plus equivalent work experienceat least 1 year administrative experience within human resourcesproven proficiency ms officeexperience working confidential informationexperience taleo applicant tracking systemexperience interfacing upper management peers external vendorsproven experience working detailed deadline driven environmentdemonstrated professionalism tact diplomacy discretion judgmentdemonstrated customer relationship skillseffective written oral communication skillsdemonstrated ability manage relationships levels organizationdemonstrated ability perform well pressureability work collaboratively autonomouslydemonstrated understanding experience recruiting staffing processestechnologically savvy ability quickly manage data multiple sourcesstart date immediatelyend date 3 22 15location charlotte ncemployment status candidates must ability work w 2 employee company client accept third parties	specified	Contract	1	0	Not Specified	Not Specified	Not Specified	other	albany	not specified	other	2	120	135	2	6.500000	7.608333	8.348148	6.500000
10653	specified	sr javascript developer experience 4 10 years location new yorkexperience front end development experience using javascript html html5 ajax json javascript css3 familiar least one javascript mvc framework like backbone url 5543aa46fe37875fcc9e8b278ee02d4a18479d6d208cad289401987349eea211 canjs emberjs strong experience accessing rest api including third parties facebook twitter pinterest etc knowledge php sql databases	specified	specified	Full-time	0	0	Mid-Senior level	Bachelor's Degree	Information Technology	developer	albany	not specified	engineer	2	59	2	2	6.500000	8.033898	6.500000	6.500000
10654	weblinc e commerce platform services provider fastest growing online retailers weblinc modern agile technologies strategic expertise empower companies running global omnichannel commerce operations enable retailers consistently pace competition industry leading ecommerce platform enables us create solutions unique reflection brand customers experience want weblinc natural choice nasty gal high fashion retailer w diamond group purveyor iconic traditional american apparel brands healthy directions chose weblinc sell technology averse customer base deep discount used weblinc design develop site base tech savvy customers always start getting online shopping experience exactly right start weblinc backs merchandising tools increase traffic page views discount promotions engine leads higher conversions recurring order tools drive sales easy repeat purchasing mention innovative mobile social integration capabilities let face ecommerce second acts capturing holding customers first time need deliver right experience right away weblinc understands arguably better anyone else creating successful online strategies longer almost anyone else since 1994 pride ecommerce leaders innovators goes clients stay us innate flexibility weblinc platform keeps cusp ever changing ecommerce curve clients outgrow platform platform grows clients ask clients mentioned ask free people bhldn aaa bausch amp lomb universal companies deep discount football fanatics url 0ce492aaec0f25afb9266ff36c8e180f940b9e56aa60449d71208dda77fbef9a scores others ecommerce leader proven demanding innovative online retailers wholesalers settle anything less	payroll accountant focus primarily payroll functions approximately 100 counting employees addition individual assist various tasks within accounting department rapidly growing cutting edge web development company ideal candidate would well versed payroll possess experience autonomy able work minimal supervision fulfilling obligations fun open work environment candidate must also possess expertise application accounting principles practices provide support accounting team responsibilities process semi monthly payroll outsourced payroll service handle accounting analysis administrative functions relating payroll resolve respond timely payroll related inquiries issues benefits administration including point contact third party vendors complete payroll general account analysis journal entries perform internal payroll reviews ensure accuracy compliance maintain employee personnel files co ordinate annual renewals flexible spending transit reimbursement programs assist accounting team accounts payable	b b accounting desire fun love genuine passion accounting payroll drive take ownership work high level proficiency experience quickbooks strong computer skills including proficiency excel microsoft office tools minimum 5 years accounting experience least 2 years experience office environment processing payroll well organized high degree accuracy attention detail possess ability quality review work work minimum daily direction management demonstrated ability communicate verbally writing levels organization internally externally	health amp wellnessmedical planprescription drug plandental planvision planflexible spending accountshort term disabilitylong term disabilitygym reimbursement financialcompetitive salariesreferral ad hoc bonusessimple ira company matchlife insurancetransit reimbursementcollege savings plan 529 mobile phone plan reimbursement work amp family lifeflexible hours9 paid holidays2 weeks combined vacation sick personal dayscompany trips outingsand forget ask us weblinc day	Full-time	1	1	Mid-Senior level	Bachelor's Degree	Accounting/Auditing	other	albany	other	internet	355	167	112	60	6.394366	7.281437	6.437500	8.516667
10655	provide full time permanent positions many medium large us companies interested finding recruiting high quality candidates engineering manufacturing highly technical non technical jobs	experienced project cost control staff engineer required responsibility provide proper variance explanation root causes analysis changes 166job responsibilities cost control large capital investments various size complexityactive participation overall cost control process ensure proper progress tracking change management systems place effectively functioning construction detailed engineering phases projects provide proper variance explanation root causes analysis changesdevelopment project cost forecast preparation project cost reportsassist development improvement cost controlling tools processes strong analytical skills allow proper assessments projects identify potential issues able support development recommend solutions via communication support project management perform studies analysisperform bid analysis complex service contractsperform audits invoicesevaluate field change orders validate contractor estimate pricingdevelopment support contracting strategy large capital projectswill required work independently team carrying project cost control forecasting efforts	least 12 years professional experience ability work diverse team environmenta minimum 8 years experience project cost control working knowledge engineering procurement accounting construction practicesavailable 25 travel support businessstrong analytical skillsexcellent computer skillsexcellent quality orientation attention detailgood communication skills educational qualifications bs degree engineering construction management finance accounting business management mathematics provide full time permanent positions many medium large us companies 1500 jobs available website website thousands openings job openings posted anywhere else online apply online website automatically forwards information recruiter handling applied job close match contact immediately discuss positions everything get interview client quickly possible visit url ec64af2b4fe2ca316e828f93b0cd098c22f8beba98dcac09d4dd7384b221a5e8 url 9753a54b28303bf636a2816399b9c255d76fabb791336a4c748da2611a23264f	specified	Full-time	0	0	Not Specified	Not Specified	Not Specified	other	las vegas	not specified	computer software	34	174	162	2	6.705882	7.419540	7.623457	6.500000

Most frequently occurring

	company_profile	description	requirements	benefits	employment_type	has_company_logo	has_questions	required_experience	required_education	function	fraudulent	grouped_title	grouped_location	grouped_department	grouped_industry	company_profile_word_count	description_word_count	requirements_word_count	benefits_word_count	company_profile_avg_word_len	description_avg_word_len	requirements_avg_word_len	benefits_avg_word_len	# duplicates
123	help teachers get safe amp secure jobs abroad	play kids get paid love travel jobs asia 1 500 usd monthly 200 cost living housing provided private furnished airfare reimbursedexcellent student loans credit cardsgabriel adkins url ed9094c60184b8a4975333957f05be37e69d3cdb68decc9dd9a4242733cfd7f7 url 75db76d58f7994c7db24e8998c2fc953ab9a20ea9ac948b217693963f78d2e6b 12 month contract apply today	university degree required tefl tesol celta teaching experience preferred necessarycanada us passport holders	see job description	Contract	1	1	Not Specified	Bachelor's Degree	Not Specified	0	english teacher abroad	albany	not specified	management	9	41	17	3	5.888889	9.292683	7.647059	6.333333	311
132	help teachers get safe amp secure jobs abroad	play kids get paid love travel jobs asia 1500 usd monthly 200 cost living excellent student loans credit cardshousing provided furnished private airfare reimbursedremind us wanted start applying	university degree required tefl tesol celta teaching experience preferred necessarypositive attitude required canada us passport holders	see job description	Contract	1	1	Entry level	Bachelor's Degree	Education	0	english teacher abroad	albany	not specified	management	9	38	20	3	5.888889	6.421053	7.900000	6.333333	44
137	help teachers get safe amp secure jobs abroad	play kids get paid love travel jobs asia 1500 usd monthly 200 cost living housing providedairfare reimbursedexcellent student loans credit cardsgabriel adkins url ed9094c60184b8a4975333957f05be37e69d3cdb68decc9dd9a4242733cfd7f7 url 75db76d58f7994c7db24e8998c2fc953ab9a20ea9ac948b217693963f78d2e6b	university degree required tefl tesol celta teaching experience preferred necessarypositive attitude required canada us passport	see job description	Contract	1	0	Not Specified	Bachelor's Degree	Not Specified	0	english teacher abroad	albany	not specified	management	9	32	19	3	5.888889	10.375000	7.894737	6.333333	31
141	help teachers get safe amp secure jobs abroad	play kids get paid love travel jobs asia 1500 usd monthly 200 cost living housing providedairfare reimbursedexcellent student loans credit cardsgabriel adkins url ed9094c60184b8a4975333957f05be37e69d3cdb68decc9dd9a4242733cfd7f7 url 75db76d58f7994c7db24e8998c2fc953ab9a20ea9ac948b217693963f78d2e6b	university degree required tefl tesol celta teaching experience preferred necessarypositive attitude required canada us passport holders	see job description	Contract	1	1	Entry level	Bachelor's Degree	Education	0	english teacher abroad	albany	not specified	management	9	32	20	3	5.888889	10.375000	7.900000	6.333333	30
15	abc supply co inc nation largest wholesale distributor roofing one largest distributors siding windows exterior building products since start 1982 grown become national organization 450 locations 45 states mission biggest best easiest service company distributing exterior building products fulfill mission stocking brands products contractors need competitive prices operating state art delivery system actively listening customers know successful customers successful make good promises every day	outside sales representative must excellent sales talents well willingness learn abc supply sales approach also helpful role outside sales representative existing knowledge exterior building product lines siding roofing windows lend credibility sales presentations also assist branch manager selection new product lines also vital role outside sales representative empathy customers needs always provide best possible service	track record sales success b2b b2cno minimum experience required specific industry knowledge strongly preferredfamiliarity product lines overall building contractor process strongly preferredpast experience production measured environment highly desiredvalid driver license clean driving record reliable vehicleexceptional verbal written communication interpersonal public speaking skillsprofessional appearance demeanorsuperior time management planning skillsexcellent attention detail organizational skillspositive team oriented attitudeself motivatedhigh school diploma equivalent college degree preferredstable job historywillingness travel within territory neededautomobile insurances company standards	outside sales representative receive paid sales training include professional development sessions veteran abc sales representatives also receive consistent product training particularly adopt new products product lines find plenty opportunity growth outside sales representative within role possibilities management value hard work professional dedication outside sales representative reward excellent compensation package competitive commission based pay structure continue receive commission established accounts every purchase make also receive comprehensive benefits package	Not Specified	1	0	Not Specified	Not Specified	Not Specified	0	sale representative	albany	not specified	computer software	116	109	95	117	6.051724	5.935780	8.421053	6.811966	23
154	help teachers get safe amp secure jobs abroad	play kids get paid vacancies asia 1500 usd monthly 200 cost living housing providedairfare reimbursedexcellent student loans credit cardsgabriel adkins url ed9094c60184b8a4975333957f05be37e69d3cdb68decc9dd9a4242733cfd7f7 url 75db76d58f7994c7db24e8998c2fc953ab9a20ea9ac948b217693963f78d2e6b looking friendly people plan take part 3 5 minute interview kindly waste time applying	university degree required tefl tesol celta teaching experience preferredcanada us passport holders	see job description	Contract	1	1	Entry level	Bachelor's Degree	Education	0	english teacher abroad	albany	not specified	management	9	57	15	3	5.888889	8.035088	7.800000	6.333333	21
402	specified	accepting online applications onlyclick apply full time temporary position lasting 2 yearsdescriptionvalidate review legal contractual agreements customers input contract contract databases contracts completed amp reviewed within per determined service level agreement professional e mail interaction customers scanning uploading documents qualificationshigh school diploma equivalent professional communication skills via e mail interactiondedicated needs business project management skills assist facilitating multiple contract rejects detail oriented able multi taskability work time sensitive documents must able work independently able perform team environment needed fast accurate typist accepting online applications onlyclick apply	specified	specified	Not Specified	0	0	Not Specified	Not Specified	Not Specified	1	other	albany	not specified	computer software	2	119	2	2	6.500000	7.243697	6.500000	6.500000	21
7	abc supply co inc nation largest wholesale distributor roofing one largest distributors siding windows exterior building products since start 1982 grown become national organization 450 locations 45 states mission biggest best easiest service company distributing exterior building products fulfill mission stocking brands products contractors need competitive prices operating state art delivery system actively listening customers know successful customers successful make good promises every day	delivery driver operate truck deliver building materials safe efficient professional manner important make deliveries schedule also manner takes account needs contractors homeowners represents abc supply best possible light trucks make deliveries delivery driver large heavy must take care operate way cause damage driveways buildings areas job site specific duties delivery driver may include conducting safe work zone job site delivery includes setting cones caution tape wearing hard hats well harnesses appropriate adhering assigned delivery schedule following job directives precisely including route take job site unload materials job site forth documenting every step delivery taking uploading photos camera phone systemusing discretion avoid damaging job site property particularly driveways unloading materialstreating customers friendly professional mannerobeying regulatory agency company safety directives particularly regard operating near electrical wiresworking cooperation roof stocker positioning boom roof determining set materials physically unloading materialscalling dispatcher handle difficult contractors necessary report instances customer dissatisfactioncompleting thorough load check truck leaving branch ensuring delivery materials firmly secured parts truck compliance federal state local regulationsobeying traffic laws weight limitscalling dispatcher reporting problems irregularities truckcompleting filing logs required government paperwork precise timely mannerproviding customer invoice completion delivery collecting entire due amount cod deliveries	delivery driver must focused safety attendance punctuality minimum education experience required delivery driver position important thing able handle truck well skilled enough driver drive every different type vehicle fleet must also excellent attitude personality interpersonal skills since face company customers deliver also vital role delivery driver display solid work ethic dedication providing excellent service specific qualifications delivery driver position include valid class b cdl license clean driving recordthe ability lift 75 100 pounds repeatedly common cargo 70 pound bundles shingles ability pass drug test hire pass random testsability pass background check well driving record checkboom truck experience plushazmat experience endorsement plus	delivery driver receive job training may include paired veteran driver short time orient new duties since prefer promote within may opportunities advancement value hard work professional dedication delivery driver reward competitive compensation package including benefits benefits package delivery driver may include health dental vision coveragelife insurance401 k flex spendingbonus opportunities2 weeks vacation first full year employmentpaid personal dayspaid sick dayspaid holidays	Full-time	1	0	Not Specified	Not Specified	Not Specified	0	other	albany	not specified	other	116	342	184	99	6.051724	6.423977	5.782609	6.474747	20
143	help teachers get safe amp secure jobs abroad	play kids get paid love travel openings china 1500 usd monthly 200 cost living housing providedairfare reimbursedexcellent student loans credit cardsplease let us know would looking start applying	university degree required tefl tesol celta teaching experience preferred necessarypositive attitude required canada us passport holders	see job description	Contract	1	1	Entry level	Bachelor's Degree	Education	0	english teacher abroad	albany	not specified	management	9	39	20	3	5.888889	6.333333	7.900000	6.333333	20
152	help teachers get safe amp secure jobs abroad	play kids get paid vacancies asia 1500 usd monthly 200 cost living housing providedairfare reimbursedexcellent student loans credit cardsgabriel adkins url ed9094c60184b8a4975333957f05be37e69d3cdb68decc9dd9a4242733cfd7f7 url 75db76d58f7994c7db24e8998c2fc953ab9a20ea9ac948b217693963f78d2e6b	university degree required tefl tesol celta teaching experience preferred necessarypositive attitude required canada us passport holders	see job description	Contract	1	1	Entry level	Bachelor's Degree	Education	0	english teacher abroad	albany	not specified	management	9	30	20	3	5.888889	10.800000	7.900000	6.333333	20

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